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stringclasses
1 value
atm_0000801
Research a topic, compare alternatives, prepare a structured proposal and draft an email.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Research a topic, compare alternatives, prepare a structured proposal and draft an email. Context: The workflo...
["email_writing","decision_making","document_creation","research"]
advanced
success
["testing_framework","email_client","spreadsheet","browser"]
["Validate calculations before presenting conclusions.","Explain uncertainty and missing information.","Preserve original source data.","Keep outputs structured and easy to inspect."]
["research_summary","comparison","proposal","email_draft"]
[{"step":1,"action":"Prepare research summary","purpose":"Produce and validate research summary","depends_on":[]},{"step":2,"action":"Prepare comparison","purpose":"Produce and validate comparison","depends_on":[1]},{"step":3,"action":"Prepare proposal","purpose":"Produce and validate proposal","depends_on":[2]},{"step...
[{"step":1,"action":"Prepare research summary","tool":"spreadsheet","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare comparison","tool":"browser","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Prepa...
[{"item":"research_summary","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"comparison","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"proposal","check":"Check structure, completeness and consistency.","result":"simulated_check...
{"status":"success","completed_outputs":["research_summary","comparison","proposal","email_draft"],"message":"The planned outputs are represented as completed in this synthetic example."}
research_to_proposal
train
true
1.0.0
atm_0000802
Investigate a disrupted workflow, isolate the problem and prepare a verified recovery plan.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Investigate a disrupted workflow, isolate the problem and prepare a verified recovery plan. Context: The task ...
["debugging","software_testing","terminal_operations","project_management","research","decision_making"]
advanced
recovered
["database","spreadsheet","api_client","file_manager","testing_framework","chart_generator","email_client"]
["Avoid exposing credentials or private information.","Report errors instead of silently ignoring them.","Preserve original source data.","Do not claim that an action succeeded without evidence."]
["incident_summary","root_cause_hypothesis","recovery_plan","verification_report"]
[{"step":1,"action":"Prepare incident summary","purpose":"Produce and validate incident summary","depends_on":[]},{"step":2,"action":"Prepare root cause hypothesis","purpose":"Produce and validate root cause hypothesis","depends_on":[1]},{"step":3,"action":"Prepare recovery plan","purpose":"Produce and validate recover...
[{"step":1,"action":"Prepare incident summary","tool":"database","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare root cause hypothesis","tool":"email_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"a...
{"code":"calculation_mismatch","description":"A validation check found inconsistent results."}
[{"item":"incident_summary","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"root_cause_hypothesis","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"recovery_plan","check":"Check structure, completeness and consistency.","result":...
{"status":"recovered","completed_outputs":["incident_summary","root_cause_hypothesis","recovery_plan","verification_report"],"message":"The simulated issue was detected and a recovery path was completed.","recovery_actions":["Inspect the failing component and isolate the cause.","Request the missing input from the user...
test_recovery_workflow
test
true
1.0.0
atm_0000803
Compare financial scenarios, identify assumptions and prepare an evidence-based decision report.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Compare financial scenarios, identify assumptions and prepare an evidence-based decision report. Context: The ...
["financial_analysis","document_creation","data_analysis","decision_making"]
expert
clarification
["browser","code_editor","document_editor","chart_generator","python","database"]
["Avoid exposing credentials or private information.","Report errors instead of silently ignoring them.","Use accessible and understandable interfaces.","Validate calculations before presenting conclusions.","Keep outputs structured and easy to inspect."]
["assumptions","calculations","scenario_comparison","decision_report"]
[{"step":1,"action":"Prepare assumptions","purpose":"Produce and validate assumptions","depends_on":[]},{"step":2,"action":"Prepare calculations","purpose":"Produce and validate calculations","depends_on":[1]},{"step":3,"action":"Prepare scenario comparison","purpose":"Produce and validate scenario comparison","depends...
[{"step":1,"action":"Prepare assumptions","tool":"code_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare calculations","tool":"database","status":"simulated","evidence":"Synthetic trace; no external action was executed."}]
What deadline should the plan follow?
[{"item":"assumptions","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"calculations","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"scenario_comparison","check":"Check structure, completeness and consistency.","result":"simulat...
{"status":"needs_clarification","completed_outputs":[],"question":"What deadline should the plan follow?","message":"Pause consequential execution until the ambiguity is resolved."}
financial_decision
train
true
1.0.0
atm_0000804
Compare financial scenarios, identify assumptions and prepare an evidence-based decision report.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Compare financial scenarios, identify assumptions and prepare an evidence-based decision report. Context: The ...
["document_creation","data_analysis","decision_making","financial_analysis"]
intermediate
recovered
["testing_framework","file_manager","database","terminal","api_client"]
["Validate calculations before presenting conclusions.","Report errors instead of silently ignoring them.","Avoid exposing credentials or private information.","Explain uncertainty and missing information.","Respect dependencies between tasks."]
["assumptions","calculations","scenario_comparison","decision_report"]
[{"step":1,"action":"Prepare assumptions","purpose":"Produce and validate assumptions","depends_on":[]},{"step":2,"action":"Prepare calculations","purpose":"Produce and validate calculations","depends_on":[1]},{"step":3,"action":"Prepare scenario comparison","purpose":"Produce and validate scenario comparison","depends...
[{"step":1,"action":"Prepare assumptions","tool":"api_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare calculations","tool":"database","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Prepare ...
{"code":"missing_input","description":"A required input is missing."}
[{"item":"assumptions","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"calculations","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"scenario_comparison","check":"Check structure, completeness and consistency.","result":"simulat...
{"status":"recovered","completed_outputs":["assumptions","calculations","scenario_comparison","decision_report"],"message":"The simulated issue was detected and a recovery path was completed.","recovery_actions":["Request the missing input from the user.","Use a documented alternative when authorized.","Report the rema...
financial_decision
train
true
1.0.0
atm_0000805
Collect source information, create structured documents and prepare organized deliverables.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Collect source information, create structured documents and prepare organized deliverables. Context: The task ...
["research","document_creation","email_writing","file_management"]
intermediate
failed
["file_manager","spreadsheet","terminal","database"]
["Respect dependencies between tasks.","Use accessible and understandable interfaces.","Report errors instead of silently ignoring them.","Avoid exposing credentials or private information."]
["source_notes","main_document","file_index","email_draft"]
[{"step":1,"action":"Prepare source notes","purpose":"Produce and validate source notes","depends_on":[]},{"step":2,"action":"Prepare main document","purpose":"Produce and validate main document","depends_on":[1]},{"step":3,"action":"Prepare file index","purpose":"Produce and validate file index","depends_on":[2]},{"st...
[{"step":1,"action":"Prepare source notes","tool":"terminal","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare main document","tool":"database","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Prepare ...
{"code":"invalid_format","description":"An input file has an unexpected format."}
[{"item":"source_notes","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"main_document","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"file_index","check":"Check structure, completeness and consistency.","result":"simulated_chec...
{"status":"failed","completed_outputs":[],"message":"The task could not be completed. The failure is reported explicitly.","next_step":"Investigate the error and obtain any missing authorization or input."}
document_workflow
train
true
1.0.0
atm_0000806
Analyse financial records, calculate key indicators, produce a report and prepare a communication.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Analyse financial records, calculate key indicators, produce a report and prepare a communication. Context: Se...
["data_analysis","email_writing","financial_analysis","document_creation"]
intermediate
success
["testing_framework","spreadsheet","code_editor","browser","terminal"]
["Explain uncertainty and missing information.","Report errors instead of silently ignoring them.","Keep outputs structured and easy to inspect.","Use accessible and understandable interfaces."]
["validated_metrics","financial_report","executive_summary","email_draft"]
[{"step":1,"action":"Prepare validated metrics","purpose":"Produce and validate validated metrics","depends_on":[]},{"step":2,"action":"Prepare financial report","purpose":"Produce and validate financial report","depends_on":[1]},{"step":3,"action":"Prepare executive summary","purpose":"Produce and validate executive s...
[{"step":1,"action":"Prepare validated metrics","tool":"code_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare financial report","tool":"spreadsheet","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"act...
[{"item":"validated_metrics","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"financial_report","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"executive_summary","check":"Check structure, completeness and consistency.","result":...
{"status":"success","completed_outputs":["validated_metrics","financial_report","executive_summary","email_draft"],"message":"The planned outputs are represented as completed in this synthetic example."}
financial_reporting
train
true
1.0.0
atm_0000807
Inspect a software project, diagnose a reported problem, propose a correction and verify it.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Inspect a software project, diagnose a reported problem, propose a correction and verify it. Context: Several ...
["file_management","software_testing","debugging","terminal_operations","backend_engineering","decision_making"]
expert
recovered
["spreadsheet","email_client","database","file_manager","code_editor","python"]
["Explain uncertainty and missing information.","Respect dependencies between tasks.","Avoid exposing credentials or private information.","Validate calculations before presenting conclusions."]
["diagnosis","repair_plan","test_results","change_summary"]
[{"step":1,"action":"Prepare diagnosis","purpose":"Produce and validate diagnosis","depends_on":[]},{"step":2,"action":"Prepare repair plan","purpose":"Produce and validate repair plan","depends_on":[1]},{"step":3,"action":"Prepare test results","purpose":"Produce and validate test results","depends_on":[2]},{"step":4,...
[{"step":1,"action":"Prepare diagnosis","tool":"database","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare repair plan","tool":"email_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Prepare t...
{"code":"ambiguous_requirement","description":"The requirement has multiple plausible meanings."}
[{"item":"diagnosis","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"repair_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"test_results","check":"Check structure, completeness and consistency.","result":"simulated_check"}...
{"status":"recovered","completed_outputs":["diagnosis","repair_plan","test_results","change_summary"],"message":"The simulated issue was detected and a recovery path was completed.","recovery_actions":["Correct the issue and repeat the relevant validation.","Report the remaining limitation if recovery is not possible."...
terminal_debugging
train
true
1.0.0
atm_0000808
Collect source information, create structured documents and prepare organized deliverables.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Collect source information, create structured documents and prepare organized deliverables. Context: The proje...
["document_creation","file_management","email_writing","research","project_management","workflow_automation"]
intermediate
clarification
["spreadsheet","file_manager","code_editor","python"]
["Preserve original source data.","Do not claim that an action succeeded without evidence.","Avoid exposing credentials or private information.","Keep outputs structured and easy to inspect."]
["source_notes","main_document","file_index","email_draft"]
[{"step":1,"action":"Prepare source notes","purpose":"Produce and validate source notes","depends_on":[]},{"step":2,"action":"Prepare main document","purpose":"Produce and validate main document","depends_on":[1]},{"step":3,"action":"Prepare file index","purpose":"Produce and validate file index","depends_on":[2]},{"st...
[{"step":1,"action":"Prepare source notes","tool":"spreadsheet","status":"simulated","evidence":"Synthetic trace; no external action was executed."}]
What deadline should the plan follow?
[{"item":"source_notes","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"main_document","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"file_index","check":"Check structure, completeness and consistency.","result":"simulated_chec...
{"status":"needs_clarification","completed_outputs":[],"question":"What deadline should the plan follow?","message":"Pause consequential execution until the ambiguity is resolved."}
document_workflow
train
true
1.0.0
atm_0000809
Coordinate a project with deadlines, dependencies, stakeholders and documented decisions.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Coordinate a project with deadlines, dependencies, stakeholders and documented decisions. Context: The user ex...
["email_writing","project_management","document_creation","decision_making"]
intermediate
success
["terminal","chart_generator","api_client","file_manager"]
["Validate calculations before presenting conclusions.","Avoid exposing credentials or private information.","Preserve original source data.","Respect dependencies between tasks."]
["project_plan","timeline","decision_log","communications"]
[{"step":1,"action":"Prepare project plan","purpose":"Produce and validate project plan","depends_on":[]},{"step":2,"action":"Prepare timeline","purpose":"Produce and validate timeline","depends_on":[1]},{"step":3,"action":"Prepare decision log","purpose":"Produce and validate decision log","depends_on":[2]},{"step":4,...
[{"step":1,"action":"Prepare project plan","tool":"file_manager","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare timeline","tool":"api_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Prepare...
[{"item":"project_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"timeline","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"decision_log","check":"Check structure, completeness and consistency.","result":"simulated_check"}...
{"status":"success","completed_outputs":["project_plan","timeline","decision_log","communications"],"message":"The planned outputs are represented as completed in this synthetic example."}
project_coordination
train
true
1.0.0
atm_0000810
Transform a dataset into a dashboard with clear visualizations and a supporting data service.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Transform a dataset into a dashboard with clear visualizations and a supporting data service. Context: Some as...
["data_analysis","backend_engineering","ui_ux_design","app_development","api_integration","software_testing"]
very_complex
clarification
["email_client","document_editor","python","spreadsheet","code_editor","terminal"]
["Explain uncertainty and missing information.","Report errors instead of silently ignoring them.","Respect dependencies between tasks.","Keep outputs structured and easy to inspect."]
["data_quality_report","dashboard_spec","backend_design","verification_plan"]
[{"step":1,"action":"Prepare data quality report","purpose":"Produce and validate data quality report","depends_on":[]},{"step":2,"action":"Prepare dashboard spec","purpose":"Produce and validate dashboard spec","depends_on":[1]},{"step":3,"action":"Prepare backend design","purpose":"Produce and validate backend design...
[{"step":1,"action":"Prepare data quality report","tool":"document_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare dashboard spec","tool":"spreadsheet","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,...
Which output format should be used?
[{"item":"data_quality_report","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"dashboard_spec","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_design","check":"Check structure, completeness and consistency.","result":"si...
{"status":"needs_clarification","completed_outputs":[],"question":"Which output format should be used?","message":"Pause consequential execution until the ambiguity is resolved."}
data_dashboard
train
true
1.0.0
atm_0000811
Inspect a software project, diagnose a reported problem, propose a correction and verify it.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Inspect a software project, diagnose a reported problem, propose a correction and verify it. Context: The avai...
["terminal_operations","file_management","debugging","software_testing","financial_analysis"]
very_complex
recovered
["chart_generator","code_editor","document_editor","testing_framework","database","file_manager","terminal","python"]
["Keep outputs structured and easy to inspect.","Preserve original source data.","Explain uncertainty and missing information.","Avoid exposing credentials or private information."]
["diagnosis","repair_plan","test_results","change_summary"]
[{"step":1,"action":"Prepare diagnosis","purpose":"Produce and validate diagnosis","depends_on":[]},{"step":2,"action":"Prepare repair plan","purpose":"Produce and validate repair plan","depends_on":[1]},{"step":3,"action":"Prepare test results","purpose":"Produce and validate test results","depends_on":[2]},{"step":4,...
[{"step":1,"action":"Prepare diagnosis","tool":"python","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare repair plan","tool":"code_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Prepare test...
{"code":"dependency_error","description":"A required dependency is unavailable."}
[{"item":"diagnosis","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"repair_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"test_results","check":"Check structure, completeness and consistency.","result":"simulated_check"}...
{"status":"recovered","completed_outputs":["diagnosis","repair_plan","test_results","change_summary"],"message":"The simulated issue was detected and a recovery path was completed.","recovery_actions":["Correct the issue and repeat the relevant validation.","Report the remaining limitation if recovery is not possible."...
terminal_debugging
train
true
1.0.0
atm_0000812
Research a topic, compare alternatives, prepare a structured proposal and draft an email.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Research a topic, compare alternatives, prepare a structured proposal and draft an email. Context: Some assump...
["research","decision_making","document_creation","email_writing","app_development"]
very_complex
failed
["file_manager","database","code_editor","document_editor","python","testing_framework"]
["Respect dependencies between tasks.","Keep outputs structured and easy to inspect.","Do not claim that an action succeeded without evidence.","Report errors instead of silently ignoring them.","Avoid exposing credentials or private information."]
["research_summary","comparison","proposal","email_draft"]
[{"step":1,"action":"Prepare research summary","purpose":"Produce and validate research summary","depends_on":[]},{"step":2,"action":"Prepare comparison","purpose":"Produce and validate comparison","depends_on":[1]},{"step":3,"action":"Prepare proposal","purpose":"Produce and validate proposal","depends_on":[2]},{"step...
[{"step":1,"action":"Prepare research summary","tool":"testing_framework","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare comparison","tool":"testing_framework","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3...
{"code":"invalid_format","description":"An input file has an unexpected format."}
[{"item":"research_summary","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"comparison","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"proposal","check":"Check structure, completeness and consistency.","result":"simulated_check...
{"status":"failed","completed_outputs":[],"message":"The task could not be completed. The failure is reported explicitly.","next_step":"Investigate the error and obtain any missing authorization or input."}
research_to_proposal
train
true
1.0.0
atm_0000813
Design an API-backed product with clear interfaces, input validation and tests.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Design an API-backed product with clear interfaces, input validation and tests. Context: The task requires bot...
["app_development","backend_engineering","api_integration","software_testing"]
advanced
failed
["code_editor","file_manager","document_editor","spreadsheet","browser","python","database","api_client"]
["Report errors instead of silently ignoring them.","Preserve original source data.","Explain uncertainty and missing information.","Avoid exposing credentials or private information."]
["api_contract","backend_design","interface_spec","test_plan"]
[{"step":1,"action":"Prepare api contract","purpose":"Produce and validate api contract","depends_on":[]},{"step":2,"action":"Prepare backend design","purpose":"Produce and validate backend design","depends_on":[1]},{"step":3,"action":"Prepare interface spec","purpose":"Produce and validate interface spec","depends_on"...
[{"step":1,"action":"Prepare api contract","tool":"code_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare backend design","tool":"file_manager","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"...
{"code":"ambiguous_requirement","description":"The requirement has multiple plausible meanings."}
[{"item":"api_contract","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_design","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"interface_spec","check":"Check structure, completeness and consistency.","result":"simulated...
{"status":"failed","completed_outputs":[],"message":"The task could not be completed. The failure is reported explicitly.","next_step":"Investigate the error and obtain any missing authorization or input."}
api_product
train
true
1.0.0
atm_0000814
Transform a dataset into a dashboard with clear visualizations and a supporting data service.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Transform a dataset into a dashboard with clear visualizations and a supporting data service. Context: The pro...
["data_analysis","backend_engineering","app_development","ui_ux_design"]
intermediate
success
["code_editor","testing_framework","email_client","database"]
["Preserve original source data.","Avoid exposing credentials or private information.","Keep outputs structured and easy to inspect.","Do not claim that an action succeeded without evidence."]
["data_quality_report","dashboard_spec","backend_design","verification_plan"]
[{"step":1,"action":"Prepare data quality report","purpose":"Produce and validate data quality report","depends_on":[]},{"step":2,"action":"Prepare dashboard spec","purpose":"Produce and validate dashboard spec","depends_on":[1]},{"step":3,"action":"Prepare backend design","purpose":"Produce and validate backend design...
[{"step":1,"action":"Prepare data quality report","tool":"email_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare dashboard spec","tool":"code_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"ac...
[{"item":"data_quality_report","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"dashboard_spec","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_design","check":"Check structure, completeness and consistency.","result":"si...
{"status":"success","completed_outputs":["data_quality_report","dashboard_spec","backend_design","verification_plan"],"message":"The planned outputs are represented as completed in this synthetic example."}
data_dashboard
train
true
1.0.0
atm_0000815
Organize a project workspace, inspect its contents and design a repeatable workflow.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Organize a project workspace, inspect its contents and design a repeatable workflow. Context: The workflow sho...
["file_management","terminal_operations","workflow_automation","software_testing"]
intermediate
impossible
["testing_framework","document_editor","browser","file_manager","email_client"]
["Validate calculations before presenting conclusions.","Use accessible and understandable interfaces.","Keep outputs structured and easy to inspect.","Respect dependencies between tasks."]
["workspace_map","workflow","validation_checks"]
[{"step":1,"action":"Prepare workspace map","purpose":"Produce and validate workspace map","depends_on":[]},{"step":2,"action":"Prepare workflow","purpose":"Produce and validate workflow","depends_on":[1]},{"step":3,"action":"Prepare validation checks","purpose":"Produce and validate validation checks","depends_on":[2]...
[{"step":1,"action":"Prepare workspace map","tool":"file_manager","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare workflow","tool":"browser","status":"simulated","evidence":"Synthetic trace; no external action was executed."}]
[{"item":"workspace_map","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"workflow","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"validation_checks","check":"Check structure, completeness and consistency.","result":"simulated_c...
{"status":"impossible","completed_outputs":[],"reason":"The requested result depends on an unavailable external capability.","message":"Explain the limitation and identify a feasible alternative."}
validation_operations
validation
true
1.0.0
atm_0000816
Compare financial scenarios, identify assumptions and prepare an evidence-based decision report.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Compare financial scenarios, identify assumptions and prepare an evidence-based decision report. Context: The ...
["financial_analysis","decision_making","document_creation","data_analysis"]
advanced
recovered
["terminal","browser","spreadsheet","python","testing_framework","file_manager"]
["Validate calculations before presenting conclusions.","Explain uncertainty and missing information.","Preserve original source data.","Keep outputs structured and easy to inspect."]
["assumptions","calculations","scenario_comparison","decision_report"]
[{"step":1,"action":"Prepare assumptions","purpose":"Produce and validate assumptions","depends_on":[]},{"step":2,"action":"Prepare calculations","purpose":"Produce and validate calculations","depends_on":[1]},{"step":3,"action":"Prepare scenario comparison","purpose":"Produce and validate scenario comparison","depends...
[{"step":1,"action":"Prepare assumptions","tool":"file_manager","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare calculations","tool":"spreadsheet","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Pre...
{"code":"permission_denied","description":"The requested operation lacks authorization."}
[{"item":"assumptions","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"calculations","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"scenario_comparison","check":"Check structure, completeness and consistency.","result":"simulat...
{"status":"recovered","completed_outputs":["assumptions","calculations","scenario_comparison","decision_report"],"message":"The simulated issue was detected and a recovery path was completed.","recovery_actions":["Use a documented alternative when authorized.","Inspect the failing component and isolate the cause."]}
financial_decision
train
true
1.0.0
atm_0000817
Transform a dataset into a dashboard with clear visualizations and a supporting data service.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Transform a dataset into a dashboard with clear visualizations and a supporting data service. Context: Several...
["app_development","data_analysis","ui_ux_design","backend_engineering","software_testing"]
expert
impossible
["email_client","file_manager","terminal","api_client","database","testing_framework","code_editor","document_editor"]
["Respect dependencies between tasks.","Validate calculations before presenting conclusions.","Do not claim that an action succeeded without evidence.","Report errors instead of silently ignoring them."]
["data_quality_report","dashboard_spec","backend_design","verification_plan"]
[{"step":1,"action":"Prepare data quality report","purpose":"Produce and validate data quality report","depends_on":[]},{"step":2,"action":"Prepare dashboard spec","purpose":"Produce and validate dashboard spec","depends_on":[1]},{"step":3,"action":"Prepare backend design","purpose":"Produce and validate backend design...
[{"step":1,"action":"Prepare data quality report","tool":"terminal","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare dashboard spec","tool":"api_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action"...
[{"item":"data_quality_report","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"dashboard_spec","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_design","check":"Check structure, completeness and consistency.","result":"si...
{"status":"impossible","completed_outputs":[],"reason":"The task requires information that has not been supplied.","message":"Explain the limitation and identify a feasible alternative."}
data_dashboard
train
true
1.0.0
atm_0000818
Coordinate a complex application delivery with technical dependencies and stakeholder communication.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Coordinate a complex application delivery with technical dependencies and stakeholder communication. Context: ...
["email_writing","app_development","project_management","backend_engineering","debugging","software_testing"]
intermediate
failed
["testing_framework","api_client","document_editor","spreadsheet","database","browser","file_manager"]
["Report errors instead of silently ignoring them.","Do not claim that an action succeeded without evidence.","Avoid exposing credentials or private information.","Explain uncertainty and missing information.","Keep outputs structured and easy to inspect."]
["delivery_plan","technical_design","dependency_report","email_draft"]
[{"step":1,"action":"Prepare delivery plan","purpose":"Produce and validate delivery plan","depends_on":[]},{"step":2,"action":"Prepare technical design","purpose":"Produce and validate technical design","depends_on":[1]},{"step":3,"action":"Prepare dependency report","purpose":"Produce and validate dependency report",...
[{"step":1,"action":"Prepare delivery plan","tool":"api_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare technical design","tool":"testing_framework","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"ac...
{"code":"missing_input","description":"A required input is missing."}
[{"item":"delivery_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"technical_design","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"dependency_report","check":"Check structure, completeness and consistency.","result":"sim...
{"status":"failed","completed_outputs":[],"message":"The task could not be completed. The failure is reported explicitly.","next_step":"Investigate the error and obtain any missing authorization or input."}
test_complex_delivery
test
true
1.0.0
atm_0000819
Research a topic, compare alternatives, prepare a structured proposal and draft an email.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Research a topic, compare alternatives, prepare a structured proposal and draft an email. Context: Several del...
["email_writing","document_creation","decision_making","research","terminal_operations"]
expert
success
["browser","document_editor","email_client","python"]
["Validate calculations before presenting conclusions.","Keep outputs structured and easy to inspect.","Do not claim that an action succeeded without evidence.","Respect dependencies between tasks.","Explain uncertainty and missing information."]
["research_summary","comparison","proposal","email_draft"]
[{"step":1,"action":"Prepare research summary","purpose":"Produce and validate research summary","depends_on":[]},{"step":2,"action":"Prepare comparison","purpose":"Produce and validate comparison","depends_on":[1]},{"step":3,"action":"Prepare proposal","purpose":"Produce and validate proposal","depends_on":[2]},{"step...
[{"step":1,"action":"Prepare research summary","tool":"python","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare comparison","tool":"email_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Prepa...
[{"item":"research_summary","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"comparison","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"proposal","check":"Check structure, completeness and consistency.","result":"simulated_check...
{"status":"success","completed_outputs":["research_summary","comparison","proposal","email_draft"],"message":"The planned outputs are represented as completed in this synthetic example."}
research_to_proposal
train
true
1.0.0
atm_0000820
Evaluate information from multiple sources, identify uncertainty and create a concise report.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Evaluate information from multiple sources, identify uncertainty and create a concise report. Context: The tas...
["document_creation","data_analysis","research","ui_ux_design","database_management"]
intermediate
success
["browser","email_client","python","database"]
["Do not claim that an action succeeded without evidence.","Validate calculations before presenting conclusions.","Report errors instead of silently ignoring them.","Keep outputs structured and easy to inspect."]
["source_assessment","findings","uncertainties","report"]
[{"step":1,"action":"Prepare source assessment","purpose":"Produce and validate source assessment","depends_on":[]},{"step":2,"action":"Prepare findings","purpose":"Produce and validate findings","depends_on":[1]},{"step":3,"action":"Prepare uncertainties","purpose":"Produce and validate uncertainties","depends_on":[2]...
[{"step":1,"action":"Prepare source assessment","tool":"database","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare findings","tool":"browser","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Prepare u...
[{"item":"source_assessment","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"findings","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"uncertainties","check":"Check structure, completeness and consistency.","result":"simulated_c...
{"status":"success","completed_outputs":["source_assessment","findings","uncertainties","report"],"message":"The planned outputs are represented as completed in this synthetic example."}
validation_research
validation
true
1.0.0
atm_0000821
Coordinate a project with deadlines, dependencies, stakeholders and documented decisions.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Coordinate a project with deadlines, dependencies, stakeholders and documented decisions. Context: Some assump...
["document_creation","email_writing","decision_making","project_management"]
expert
clarification
["email_client","api_client","browser","chart_generator","database","document_editor","code_editor"]
["Use accessible and understandable interfaces.","Keep outputs structured and easy to inspect.","Validate calculations before presenting conclusions."]
["project_plan","timeline","decision_log","communications"]
[{"step":1,"action":"Prepare project plan","purpose":"Produce and validate project plan","depends_on":[]},{"step":2,"action":"Prepare timeline","purpose":"Produce and validate timeline","depends_on":[1]},{"step":3,"action":"Prepare decision log","purpose":"Produce and validate decision log","depends_on":[2]},{"step":4,...
[{"step":1,"action":"Prepare project plan","tool":"code_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."}]
What deadline should the plan follow?
[{"item":"project_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"timeline","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"decision_log","check":"Check structure, completeness and consistency.","result":"simulated_check"}...
{"status":"needs_clarification","completed_outputs":[],"question":"What deadline should the plan follow?","message":"Pause consequential execution until the ambiguity is resolved."}
project_coordination
train
true
1.0.0
atm_0000822
Coordinate a complex application delivery with technical dependencies and stakeholder communication.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Coordinate a complex application delivery with technical dependencies and stakeholder communication. Context: ...
["backend_engineering","app_development","email_writing","project_management"]
intermediate
clarification
["spreadsheet","document_editor","file_manager","python","chart_generator","email_client","browser"]
["Report errors instead of silently ignoring them.","Avoid exposing credentials or private information.","Do not claim that an action succeeded without evidence.","Use accessible and understandable interfaces."]
["delivery_plan","technical_design","dependency_report","email_draft"]
[{"step":1,"action":"Prepare delivery plan","purpose":"Produce and validate delivery plan","depends_on":[]},{"step":2,"action":"Prepare technical design","purpose":"Produce and validate technical design","depends_on":[1]},{"step":3,"action":"Prepare dependency report","purpose":"Produce and validate dependency report",...
[]
Which requirements are mandatory and which are optional?
[{"item":"delivery_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"technical_design","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"dependency_report","check":"Check structure, completeness and consistency.","result":"sim...
{"status":"needs_clarification","completed_outputs":[],"question":"Which requirements are mandatory and which are optional?","message":"Pause consequential execution until the ambiguity is resolved."}
test_complex_delivery
test
true
1.0.0
atm_0000823
Research a topic, compare alternatives, prepare a structured proposal and draft an email.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Research a topic, compare alternatives, prepare a structured proposal and draft an email. Context: The user ex...
["email_writing","research","decision_making","document_creation","workflow_automation","data_analysis"]
expert
success
["chart_generator","document_editor","file_manager","code_editor","terminal","email_client","python","api_client"]
["Explain uncertainty and missing information.","Preserve original source data.","Validate calculations before presenting conclusions.","Use accessible and understandable interfaces.","Keep outputs structured and easy to inspect."]
["research_summary","comparison","proposal","email_draft"]
[{"step":1,"action":"Prepare research summary","purpose":"Produce and validate research summary","depends_on":[]},{"step":2,"action":"Prepare comparison","purpose":"Produce and validate comparison","depends_on":[1]},{"step":3,"action":"Prepare proposal","purpose":"Produce and validate proposal","depends_on":[2]},{"step...
[{"step":1,"action":"Prepare research summary","tool":"email_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare comparison","tool":"email_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":...
[{"item":"research_summary","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"comparison","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"proposal","check":"Check structure, completeness and consistency.","result":"simulated_check...
{"status":"success","completed_outputs":["research_summary","comparison","proposal","email_draft"],"message":"The planned outputs are represented as completed in this synthetic example."}
research_to_proposal
train
true
1.0.0
atm_0000824
Interpret unfamiliar structured data, document limitations and prepare a reasoned recommendation.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Interpret unfamiliar structured data, document limitations and prepare a reasoned recommendation. Context: Som...
["data_analysis","document_creation","financial_analysis","decision_making"]
expert
failed
["email_client","spreadsheet","document_editor","browser","api_client","code_editor"]
["Keep outputs structured and easy to inspect.","Validate calculations before presenting conclusions.","Respect dependencies between tasks.","Explain uncertainty and missing information.","Avoid exposing credentials or private information."]
["data_assessment","calculations","limitations","recommendation"]
[{"step":1,"action":"Prepare data assessment","purpose":"Produce and validate data assessment","depends_on":[]},{"step":2,"action":"Prepare calculations","purpose":"Produce and validate calculations","depends_on":[1]},{"step":3,"action":"Prepare limitations","purpose":"Produce and validate limitations","depends_on":[2]...
[{"step":1,"action":"Prepare data assessment","tool":"code_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare calculations","tool":"api_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"P...
{"code":"test_failure","description":"A test did not meet its expected condition."}
[{"item":"data_assessment","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"calculations","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"limitations","check":"Check structure, completeness and consistency.","result":"simulated_c...
{"status":"failed","completed_outputs":[],"message":"The task could not be completed. The failure is reported explicitly.","next_step":"Investigate the error and obtain any missing authorization or input."}
test_data_decision
test
true
1.0.0
atm_0000825
Design an automated workflow with dependencies, error handling and organized outputs.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Design an automated workflow with dependencies, error handling and organized outputs. Context: The user expect...
["workflow_automation","project_management","file_management","api_integration"]
expert
success
["database","api_client","testing_framework","spreadsheet","document_editor"]
["Use accessible and understandable interfaces.","Do not claim that an action succeeded without evidence.","Keep outputs structured and easy to inspect.","Avoid exposing credentials or private information.","Preserve original source data."]
["workflow_specification","dependency_map","error_policy","implementation_plan"]
[{"step":1,"action":"Prepare workflow specification","purpose":"Produce and validate workflow specification","depends_on":[]},{"step":2,"action":"Prepare dependency map","purpose":"Produce and validate dependency map","depends_on":[1]},{"step":3,"action":"Prepare error policy","purpose":"Produce and validate error poli...
[{"step":1,"action":"Prepare workflow specification","tool":"spreadsheet","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare dependency map","tool":"document_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step"...
[{"item":"workflow_specification","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"dependency_map","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"error_policy","check":"Check structure, completeness and consistency.","result":"s...
{"status":"success","completed_outputs":["workflow_specification","dependency_map","error_policy","implementation_plan"],"message":"The planned outputs are represented as completed in this synthetic example."}
business_automation
train
true
1.0.0
atm_0000826
Design and implement a user-friendly application with a backend, database and verification plan.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Design and implement a user-friendly application with a backend, database and verification plan. Context: The ...
["app_development","software_testing","database_management","backend_engineering"]
intermediate
failed
["testing_framework","chart_generator","api_client","spreadsheet","document_editor","file_manager","python"]
["Keep outputs structured and easy to inspect.","Avoid exposing credentials or private information.","Use accessible and understandable interfaces.","Report errors instead of silently ignoring them.","Validate calculations before presenting conclusions."]
["application_design","backend_plan","database_schema","test_report"]
[{"step":1,"action":"Prepare application design","purpose":"Produce and validate application design","depends_on":[]},{"step":2,"action":"Prepare backend plan","purpose":"Produce and validate backend plan","depends_on":[1]},{"step":3,"action":"Prepare database schema","purpose":"Produce and validate database schema","d...
[{"step":1,"action":"Prepare application design","tool":"spreadsheet","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare backend plan","tool":"python","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Pr...
{"code":"unavailable_service","description":"An external service cannot be confirmed as available."}
[{"item":"application_design","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"database_schema","check":"Check structure, completeness and consistency.","result":"simu...
{"status":"failed","completed_outputs":[],"message":"The task could not be completed. The failure is reported explicitly.","next_step":"Investigate the error and obtain any missing authorization or input."}
fullstack_delivery
train
true
1.0.0
atm_0000827
Analyse financial records, calculate key indicators, produce a report and prepare a communication.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Analyse financial records, calculate key indicators, produce a report and prepare a communication. Context: Th...
["financial_analysis","data_analysis","document_creation","email_writing"]
very_complex
impossible
["code_editor","database","terminal","chart_generator","file_manager","email_client","testing_framework"]
["Keep outputs structured and easy to inspect.","Respect dependencies between tasks.","Use accessible and understandable interfaces.","Do not claim that an action succeeded without evidence."]
["validated_metrics","financial_report","executive_summary","email_draft"]
[{"step":1,"action":"Prepare validated metrics","purpose":"Produce and validate validated metrics","depends_on":[]},{"step":2,"action":"Prepare financial report","purpose":"Produce and validate financial report","depends_on":[1]},{"step":3,"action":"Prepare executive summary","purpose":"Produce and validate executive s...
[{"step":1,"action":"Prepare validated metrics","tool":"file_manager","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare financial report","tool":"terminal","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"actio...
[{"item":"validated_metrics","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"financial_report","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"executive_summary","check":"Check structure, completeness and consistency.","result":...
{"status":"impossible","completed_outputs":[],"reason":"The task requires information that has not been supplied.","message":"Explain the limitation and identify a feasible alternative."}
financial_reporting
train
true
1.0.0
atm_0000828
Design an automated workflow with dependencies, error handling and organized outputs.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Design an automated workflow with dependencies, error handling and organized outputs. Context: Some assumption...
["workflow_automation","api_integration","project_management","file_management","ui_ux_design","app_development"]
advanced
clarification
["api_client","chart_generator","testing_framework","file_manager"]
["Validate calculations before presenting conclusions.","Preserve original source data.","Do not claim that an action succeeded without evidence.","Explain uncertainty and missing information.","Keep outputs structured and easy to inspect."]
["workflow_specification","dependency_map","error_policy","implementation_plan"]
[{"step":1,"action":"Prepare workflow specification","purpose":"Produce and validate workflow specification","depends_on":[]},{"step":2,"action":"Prepare dependency map","purpose":"Produce and validate dependency map","depends_on":[1]},{"step":3,"action":"Prepare error policy","purpose":"Produce and validate error poli...
[]
Which requirements are mandatory and which are optional?
[{"item":"workflow_specification","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"dependency_map","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"error_policy","check":"Check structure, completeness and consistency.","result":"s...
{"status":"needs_clarification","completed_outputs":[],"question":"Which requirements are mandatory and which are optional?","message":"Pause consequential execution until the ambiguity is resolved."}
business_automation
train
true
1.0.0
atm_0000829
Research a topic, compare alternatives, prepare a structured proposal and draft an email.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Research a topic, compare alternatives, prepare a structured proposal and draft an email. Context: The availab...
["decision_making","document_creation","email_writing","research","financial_analysis","cross_domain_execution","workflow_automation"]
intermediate
recovered
["testing_framework","browser","python","chart_generator","api_client","spreadsheet"]
["Use accessible and understandable interfaces.","Preserve original source data.","Do not claim that an action succeeded without evidence.","Avoid exposing credentials or private information.","Explain uncertainty and missing information."]
["research_summary","comparison","proposal","email_draft"]
[{"step":1,"action":"Prepare research summary","purpose":"Produce and validate research summary","depends_on":[]},{"step":2,"action":"Prepare comparison","purpose":"Produce and validate comparison","depends_on":[1]},{"step":3,"action":"Prepare proposal","purpose":"Produce and validate proposal","depends_on":[2]},{"step...
[{"step":1,"action":"Prepare research summary","tool":"testing_framework","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare comparison","tool":"spreadsheet","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"acti...
{"code":"invalid_format","description":"An input file has an unexpected format."}
[{"item":"research_summary","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"comparison","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"proposal","check":"Check structure, completeness and consistency.","result":"simulated_check...
{"status":"recovered","completed_outputs":["research_summary","comparison","proposal","email_draft"],"message":"The simulated issue was detected and a recovery path was completed.","recovery_actions":["Inspect the failing component and isolate the cause.","Correct the issue and repeat the relevant validation.","Report ...
research_to_proposal
train
true
1.0.0
atm_0000830
Collect source information, create structured documents and prepare organized deliverables.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Collect source information, create structured documents and prepare organized deliverables. Context: The user ...
["file_management","document_creation","email_writing","research","workflow_automation","terminal_operations"]
very_complex
success
["code_editor","email_client","document_editor","database"]
["Explain uncertainty and missing information.","Use accessible and understandable interfaces.","Report errors instead of silently ignoring them."]
["source_notes","main_document","file_index","email_draft"]
[{"step":1,"action":"Prepare source notes","purpose":"Produce and validate source notes","depends_on":[]},{"step":2,"action":"Prepare main document","purpose":"Produce and validate main document","depends_on":[1]},{"step":3,"action":"Prepare file index","purpose":"Produce and validate file index","depends_on":[2]},{"st...
[{"step":1,"action":"Prepare source notes","tool":"code_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare main document","tool":"code_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Pr...
[{"item":"source_notes","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"main_document","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"file_index","check":"Check structure, completeness and consistency.","result":"simulated_chec...
{"status":"success","completed_outputs":["source_notes","main_document","file_index","email_draft"],"message":"The planned outputs are represented as completed in this synthetic example."}
document_workflow
train
true
1.0.0
atm_0000831
Research a topic, compare alternatives, prepare a structured proposal and draft an email.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Research a topic, compare alternatives, prepare a structured proposal and draft an email. Context: Several del...
["document_creation","decision_making","research","email_writing"]
intermediate
success
["api_client","file_manager","browser","document_editor","testing_framework","python","chart_generator"]
["Avoid exposing credentials or private information.","Use accessible and understandable interfaces.","Do not claim that an action succeeded without evidence.","Report errors instead of silently ignoring them.","Preserve original source data."]
["research_summary","comparison","proposal","email_draft"]
[{"step":1,"action":"Prepare research summary","purpose":"Produce and validate research summary","depends_on":[]},{"step":2,"action":"Prepare comparison","purpose":"Produce and validate comparison","depends_on":[1]},{"step":3,"action":"Prepare proposal","purpose":"Produce and validate proposal","depends_on":[2]},{"step...
[{"step":1,"action":"Prepare research summary","tool":"python","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare comparison","tool":"api_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Prepare...
[{"item":"research_summary","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"comparison","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"proposal","check":"Check structure, completeness and consistency.","result":"simulated_check...
{"status":"success","completed_outputs":["research_summary","comparison","proposal","email_draft"],"message":"The planned outputs are represented as completed in this synthetic example."}
research_to_proposal
train
true
1.0.0
atm_0000832
Research a topic, compare alternatives, prepare a structured proposal and draft an email.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Research a topic, compare alternatives, prepare a structured proposal and draft an email. Context: Some assump...
["research","decision_making","email_writing","document_creation","project_management","backend_engineering"]
very_complex
recovered
["file_manager","email_client","browser","spreadsheet","database","chart_generator"]
["Use accessible and understandable interfaces.","Preserve original source data.","Explain uncertainty and missing information."]
["research_summary","comparison","proposal","email_draft"]
[{"step":1,"action":"Prepare research summary","purpose":"Produce and validate research summary","depends_on":[]},{"step":2,"action":"Prepare comparison","purpose":"Produce and validate comparison","depends_on":[1]},{"step":3,"action":"Prepare proposal","purpose":"Produce and validate proposal","depends_on":[2]},{"step...
[{"step":1,"action":"Prepare research summary","tool":"spreadsheet","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare comparison","tool":"chart_generator","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action...
{"code":"dependency_error","description":"A required dependency is unavailable."}
[{"item":"research_summary","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"comparison","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"proposal","check":"Check structure, completeness and consistency.","result":"simulated_check...
{"status":"recovered","completed_outputs":["research_summary","comparison","proposal","email_draft"],"message":"The simulated issue was detected and a recovery path was completed.","recovery_actions":["Report the remaining limitation if recovery is not possible.","Request the missing input from the user.","Use a docume...
research_to_proposal
train
true
1.0.0
atm_0000833
Inspect a software project, diagnose a reported problem, propose a correction and verify it.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Inspect a software project, diagnose a reported problem, propose a correction and verify it. Context: Several ...
["debugging","terminal_operations","software_testing","file_management"]
intermediate
success
["document_editor","code_editor","api_client","testing_framework","terminal","email_client","spreadsheet"]
["Do not claim that an action succeeded without evidence.","Report errors instead of silently ignoring them.","Avoid exposing credentials or private information.","Respect dependencies between tasks."]
["diagnosis","repair_plan","test_results","change_summary"]
[{"step":1,"action":"Prepare diagnosis","purpose":"Produce and validate diagnosis","depends_on":[]},{"step":2,"action":"Prepare repair plan","purpose":"Produce and validate repair plan","depends_on":[1]},{"step":3,"action":"Prepare test results","purpose":"Produce and validate test results","depends_on":[2]},{"step":4,...
[{"step":1,"action":"Prepare diagnosis","tool":"document_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare repair plan","tool":"document_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":...
[{"item":"diagnosis","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"repair_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"test_results","check":"Check structure, completeness and consistency.","result":"simulated_check"}...
{"status":"success","completed_outputs":["diagnosis","repair_plan","test_results","change_summary"],"message":"The planned outputs are represented as completed in this synthetic example."}
terminal_debugging
train
true
1.0.0
atm_0000834
Plan a small software product from requirements through implementation, testing and documentation.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Plan a small software product from requirements through implementation, testing and documentation. Context: Th...
["project_management","software_testing","backend_engineering","app_development","document_creation","data_analysis"]
advanced
failed
["chart_generator","api_client","email_client","spreadsheet","document_editor","python"]
["Validate calculations before presenting conclusions.","Explain uncertainty and missing information.","Do not claim that an action succeeded without evidence."]
["requirements","architecture","implementation_plan","test_report","documentation"]
[{"step":1,"action":"Prepare requirements","purpose":"Produce and validate requirements","depends_on":[]},{"step":2,"action":"Prepare architecture","purpose":"Produce and validate architecture","depends_on":[1]},{"step":3,"action":"Prepare implementation plan","purpose":"Produce and validate implementation plan","depen...
[{"step":1,"action":"Prepare requirements","tool":"document_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare architecture","tool":"chart_generator","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"acti...
{"code":"dependency_error","description":"A required dependency is unavailable."}
[{"item":"requirements","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"architecture","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"implementation_plan","check":"Check structure, completeness and consistency.","result":"simula...
{"status":"failed","completed_outputs":[],"message":"The task could not be completed. The failure is reported explicitly.","next_step":"Investigate the error and obtain any missing authorization or input."}
integrated_product
train
true
1.0.0
atm_0000835
Design and implement a user-friendly application with a backend, database and verification plan.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Design and implement a user-friendly application with a backend, database and verification plan. Context: The ...
["database_management","backend_engineering","software_testing","app_development"]
expert
impossible
["chart_generator","document_editor","api_client","spreadsheet","testing_framework"]
["Preserve original source data.","Avoid exposing credentials or private information.","Report errors instead of silently ignoring them.","Validate calculations before presenting conclusions."]
["application_design","backend_plan","database_schema","test_report"]
[{"step":1,"action":"Prepare application design","purpose":"Produce and validate application design","depends_on":[]},{"step":2,"action":"Prepare backend plan","purpose":"Produce and validate backend plan","depends_on":[1]},{"step":3,"action":"Prepare database schema","purpose":"Produce and validate database schema","d...
[{"step":1,"action":"Prepare application design","tool":"testing_framework","status":"simulated","evidence":"Synthetic trace; no external action was executed."}]
[{"item":"application_design","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"database_schema","check":"Check structure, completeness and consistency.","result":"simu...
{"status":"impossible","completed_outputs":[],"reason":"The requested conclusion cannot be supported by the available evidence.","message":"Explain the limitation and identify a feasible alternative."}
fullstack_delivery
train
true
1.0.0
atm_0000836
Design and implement a user-friendly application with a backend, database and verification plan.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Design and implement a user-friendly application with a backend, database and verification plan. Context: The ...
["backend_engineering","app_development","software_testing","database_management","api_integration","debugging","email_writing"]
advanced
impossible
["document_editor","python","spreadsheet","code_editor","file_manager","testing_framework"]
["Validate calculations before presenting conclusions.","Use accessible and understandable interfaces.","Explain uncertainty and missing information.","Preserve original source data.","Report errors instead of silently ignoring them."]
["application_design","backend_plan","database_schema","test_report"]
[{"step":1,"action":"Prepare application design","purpose":"Produce and validate application design","depends_on":[]},{"step":2,"action":"Prepare backend plan","purpose":"Produce and validate backend plan","depends_on":[1]},{"step":3,"action":"Prepare database schema","purpose":"Produce and validate database schema","d...
[{"step":1,"action":"Prepare application design","tool":"code_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."}]
[{"item":"application_design","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"database_schema","check":"Check structure, completeness and consistency.","result":"simu...
{"status":"impossible","completed_outputs":[],"reason":"The requested outputs contradict a stated constraint.","message":"Explain the limitation and identify a feasible alternative."}
fullstack_delivery
train
true
1.0.0
atm_0000837
Transform a dataset into a dashboard with clear visualizations and a supporting data service.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Transform a dataset into a dashboard with clear visualizations and a supporting data service. Context: The tas...
["ui_ux_design","app_development","data_analysis","backend_engineering"]
very_complex
recovered
["database","spreadsheet","api_client","browser"]
["Validate calculations before presenting conclusions.","Report errors instead of silently ignoring them.","Do not claim that an action succeeded without evidence.","Explain uncertainty and missing information.","Use accessible and understandable interfaces."]
["data_quality_report","dashboard_spec","backend_design","verification_plan"]
[{"step":1,"action":"Prepare data quality report","purpose":"Produce and validate data quality report","depends_on":[]},{"step":2,"action":"Prepare dashboard spec","purpose":"Produce and validate dashboard spec","depends_on":[1]},{"step":3,"action":"Prepare backend design","purpose":"Produce and validate backend design...
[{"step":1,"action":"Prepare data quality report","tool":"database","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare dashboard spec","tool":"spreadsheet","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action...
{"code":"permission_denied","description":"The requested operation lacks authorization."}
[{"item":"data_quality_report","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"dashboard_spec","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_design","check":"Check structure, completeness and consistency.","result":"si...
{"status":"recovered","completed_outputs":["data_quality_report","dashboard_spec","backend_design","verification_plan"],"message":"The simulated issue was detected and a recovery path was completed.","recovery_actions":["Use a documented alternative when authorized.","Preserve the original data before attempting a corr...
data_dashboard
train
true
1.0.0
atm_0000838
Coordinate a project with deadlines, dependencies, stakeholders and documented decisions.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Coordinate a project with deadlines, dependencies, stakeholders and documented decisions. Context: The task re...
["document_creation","decision_making","email_writing","project_management"]
advanced
success
["database","terminal","code_editor","browser","testing_framework"]
["Explain uncertainty and missing information.","Keep outputs structured and easy to inspect.","Report errors instead of silently ignoring them.","Use accessible and understandable interfaces."]
["project_plan","timeline","decision_log","communications"]
[{"step":1,"action":"Prepare project plan","purpose":"Produce and validate project plan","depends_on":[]},{"step":2,"action":"Prepare timeline","purpose":"Produce and validate timeline","depends_on":[1]},{"step":3,"action":"Prepare decision log","purpose":"Produce and validate decision log","depends_on":[2]},{"step":4,...
[{"step":1,"action":"Prepare project plan","tool":"testing_framework","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare timeline","tool":"database","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Prep...
[{"item":"project_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"timeline","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"decision_log","check":"Check structure, completeness and consistency.","result":"simulated_check"}...
{"status":"success","completed_outputs":["project_plan","timeline","decision_log","communications"],"message":"The planned outputs are represented as completed in this synthetic example."}
project_coordination
train
true
1.0.0
atm_0000839
Collect source information, create structured documents and prepare organized deliverables.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Collect source information, create structured documents and prepare organized deliverables. Context: The workf...
["email_writing","research","document_creation","file_management"]
expert
success
["testing_framework","terminal","python","document_editor","file_manager","spreadsheet"]
["Explain uncertainty and missing information.","Validate calculations before presenting conclusions.","Respect dependencies between tasks.","Avoid exposing credentials or private information.","Use accessible and understandable interfaces."]
["source_notes","main_document","file_index","email_draft"]
[{"step":1,"action":"Prepare source notes","purpose":"Produce and validate source notes","depends_on":[]},{"step":2,"action":"Prepare main document","purpose":"Produce and validate main document","depends_on":[1]},{"step":3,"action":"Prepare file index","purpose":"Produce and validate file index","depends_on":[2]},{"st...
[{"step":1,"action":"Prepare source notes","tool":"python","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare main document","tool":"spreadsheet","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Prepare...
[{"item":"source_notes","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"main_document","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"file_index","check":"Check structure, completeness and consistency.","result":"simulated_chec...
{"status":"success","completed_outputs":["source_notes","main_document","file_index","email_draft"],"message":"The planned outputs are represented as completed in this synthetic example."}
document_workflow
train
true
1.0.0
atm_0000840
Plan a small software product from requirements through implementation, testing and documentation.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Plan a small software product from requirements through implementation, testing and documentation. Context: Th...
["backend_engineering","document_creation","app_development","project_management","software_testing","data_analysis"]
very_complex
recovered
["terminal","email_client","document_editor","database","code_editor","spreadsheet","testing_framework","file_manager"]
["Use accessible and understandable interfaces.","Report errors instead of silently ignoring them.","Respect dependencies between tasks.","Preserve original source data."]
["requirements","architecture","implementation_plan","test_report","documentation"]
[{"step":1,"action":"Prepare requirements","purpose":"Produce and validate requirements","depends_on":[]},{"step":2,"action":"Prepare architecture","purpose":"Produce and validate architecture","depends_on":[1]},{"step":3,"action":"Prepare implementation plan","purpose":"Produce and validate implementation plan","depen...
[{"step":1,"action":"Prepare requirements","tool":"terminal","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare architecture","tool":"testing_framework","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"...
{"code":"test_failure","description":"A test did not meet its expected condition."}
[{"item":"requirements","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"architecture","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"implementation_plan","check":"Check structure, completeness and consistency.","result":"simula...
{"status":"recovered","completed_outputs":["requirements","architecture","implementation_plan","test_report","documentation"],"message":"The simulated issue was detected and a recovery path was completed.","recovery_actions":["Inspect the failing component and isolate the cause.","Report the remaining limitation if rec...
integrated_product
train
true
1.0.0
atm_0000841
Analyse financial records, calculate key indicators, produce a report and prepare a communication.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Analyse financial records, calculate key indicators, produce a report and prepare a communication. Context: So...
["document_creation","financial_analysis","email_writing","data_analysis","debugging","database_management"]
expert
clarification
["api_client","testing_framework","database","python","browser","file_manager","terminal"]
["Keep outputs structured and easy to inspect.","Do not claim that an action succeeded without evidence.","Explain uncertainty and missing information."]
["validated_metrics","financial_report","executive_summary","email_draft"]
[{"step":1,"action":"Prepare validated metrics","purpose":"Produce and validate validated metrics","depends_on":[]},{"step":2,"action":"Prepare financial report","purpose":"Produce and validate financial report","depends_on":[1]},{"step":3,"action":"Prepare executive summary","purpose":"Produce and validate executive s...
[{"step":1,"action":"Prepare validated metrics","tool":"file_manager","status":"simulated","evidence":"Synthetic trace; no external action was executed."}]
Which source should be treated as authoritative?
[{"item":"validated_metrics","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"financial_report","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"executive_summary","check":"Check structure, completeness and consistency.","result":...
{"status":"needs_clarification","completed_outputs":[],"question":"Which source should be treated as authoritative?","message":"Pause consequential execution until the ambiguity is resolved."}
financial_reporting
train
true
1.0.0
atm_0000842
Interpret unfamiliar structured data, document limitations and prepare a reasoned recommendation.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Interpret unfamiliar structured data, document limitations and prepare a reasoned recommendation. Context: The...
["financial_analysis","data_analysis","decision_making","document_creation"]
very_complex
clarification
["browser","email_client","spreadsheet","terminal"]
["Explain uncertainty and missing information.","Preserve original source data.","Respect dependencies between tasks.","Validate calculations before presenting conclusions."]
["data_assessment","calculations","limitations","recommendation"]
[{"step":1,"action":"Prepare data assessment","purpose":"Produce and validate data assessment","depends_on":[]},{"step":2,"action":"Prepare calculations","purpose":"Produce and validate calculations","depends_on":[1]},{"step":3,"action":"Prepare limitations","purpose":"Produce and validate limitations","depends_on":[2]...
[{"step":1,"action":"Prepare data assessment","tool":"spreadsheet","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare calculations","tool":"email_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."}]
What deadline should the plan follow?
[{"item":"data_assessment","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"calculations","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"limitations","check":"Check structure, completeness and consistency.","result":"simulated_c...
{"status":"needs_clarification","completed_outputs":[],"question":"What deadline should the plan follow?","message":"Pause consequential execution until the ambiguity is resolved."}
test_data_decision
test
true
1.0.0
atm_0000843
Interpret unfamiliar structured data, document limitations and prepare a reasoned recommendation.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Interpret unfamiliar structured data, document limitations and prepare a reasoned recommendation. Context: Sev...
["financial_analysis","document_creation","data_analysis","decision_making"]
expert
failed
["browser","code_editor","spreadsheet","file_manager","python","testing_framework","api_client"]
["Use accessible and understandable interfaces.","Preserve original source data.","Avoid exposing credentials or private information.","Keep outputs structured and easy to inspect.","Report errors instead of silently ignoring them."]
["data_assessment","calculations","limitations","recommendation"]
[{"step":1,"action":"Prepare data assessment","purpose":"Produce and validate data assessment","depends_on":[]},{"step":2,"action":"Prepare calculations","purpose":"Produce and validate calculations","depends_on":[1]},{"step":3,"action":"Prepare limitations","purpose":"Produce and validate limitations","depends_on":[2]...
[{"step":1,"action":"Prepare data assessment","tool":"python","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare calculations","tool":"browser","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Prepare l...
{"code":"unavailable_service","description":"An external service cannot be confirmed as available."}
[{"item":"data_assessment","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"calculations","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"limitations","check":"Check structure, completeness and consistency.","result":"simulated_c...
{"status":"failed","completed_outputs":[],"message":"The task could not be completed. The failure is reported explicitly.","next_step":"Investigate the error and obtain any missing authorization or input."}
test_data_decision
test
true
1.0.0
atm_0000844
Plan a small software product from requirements through implementation, testing and documentation.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Plan a small software product from requirements through implementation, testing and documentation. Context: Th...
["backend_engineering","document_creation","software_testing","app_development","project_management","decision_making"]
expert
success
["terminal","database","email_client","testing_framework","chart_generator","spreadsheet"]
["Explain uncertainty and missing information.","Validate calculations before presenting conclusions.","Respect dependencies between tasks.","Avoid exposing credentials or private information.","Preserve original source data."]
["requirements","architecture","implementation_plan","test_report","documentation"]
[{"step":1,"action":"Prepare requirements","purpose":"Produce and validate requirements","depends_on":[]},{"step":2,"action":"Prepare architecture","purpose":"Produce and validate architecture","depends_on":[1]},{"step":3,"action":"Prepare implementation plan","purpose":"Produce and validate implementation plan","depen...
[{"step":1,"action":"Prepare requirements","tool":"chart_generator","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare architecture","tool":"spreadsheet","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":...
[{"item":"requirements","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"architecture","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"implementation_plan","check":"Check structure, completeness and consistency.","result":"simula...
{"status":"success","completed_outputs":["requirements","architecture","implementation_plan","test_report","documentation"],"message":"The planned outputs are represented as completed in this synthetic example."}
integrated_product
train
true
1.0.0
atm_0000845
Design an API-backed product with clear interfaces, input validation and tests.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Design an API-backed product with clear interfaces, input validation and tests. Context: The project has a lim...
["backend_engineering","app_development","api_integration","software_testing"]
very_complex
success
["testing_framework","api_client","email_client","document_editor"]
["Report errors instead of silently ignoring them.","Preserve original source data.","Avoid exposing credentials or private information.","Use accessible and understandable interfaces.","Explain uncertainty and missing information."]
["api_contract","backend_design","interface_spec","test_plan"]
[{"step":1,"action":"Prepare api contract","purpose":"Produce and validate api contract","depends_on":[]},{"step":2,"action":"Prepare backend design","purpose":"Produce and validate backend design","depends_on":[1]},{"step":3,"action":"Prepare interface spec","purpose":"Produce and validate interface spec","depends_on"...
[{"step":1,"action":"Prepare api contract","tool":"api_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare backend design","tool":"document_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action"...
[{"item":"api_contract","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_design","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"interface_spec","check":"Check structure, completeness and consistency.","result":"simulated...
{"status":"success","completed_outputs":["api_contract","backend_design","interface_spec","test_plan"],"message":"The planned outputs are represented as completed in this synthetic example."}
api_product
train
true
1.0.0
atm_0000846
Organize a project workspace, inspect its contents and design a repeatable workflow.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Organize a project workspace, inspect its contents and design a repeatable workflow. Context: Some assumptions...
["file_management","workflow_automation","terminal_operations","document_creation","backend_engineering"]
expert
recovered
["code_editor","python","chart_generator","browser","spreadsheet","api_client","file_manager"]
["Validate calculations before presenting conclusions.","Report errors instead of silently ignoring them.","Explain uncertainty and missing information.","Use accessible and understandable interfaces."]
["workspace_map","workflow","validation_checks"]
[{"step":1,"action":"Prepare workspace map","purpose":"Produce and validate workspace map","depends_on":[]},{"step":2,"action":"Prepare workflow","purpose":"Produce and validate workflow","depends_on":[1]},{"step":3,"action":"Prepare validation checks","purpose":"Produce and validate validation checks","depends_on":[2]...
[{"step":1,"action":"Prepare workspace map","tool":"chart_generator","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare workflow","tool":"file_manager","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"P...
{"code":"dependency_error","description":"A required dependency is unavailable."}
[{"item":"workspace_map","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"workflow","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"validation_checks","check":"Check structure, completeness and consistency.","result":"simulated_c...
{"status":"recovered","completed_outputs":["workspace_map","workflow","validation_checks"],"message":"The simulated issue was detected and a recovery path was completed.","recovery_actions":["Inspect the failing component and isolate the cause.","Request the missing input from the user.","Preserve the original data bef...
validation_operations
validation
true
1.0.0
atm_0000847
Plan a database migration with validation, rollback considerations and application compatibility.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Plan a database migration with validation, rollback considerations and application compatibility. Context: Som...
["terminal_operations","software_testing","database_management","backend_engineering"]
very_complex
failed
["email_client","testing_framework","python","terminal"]
["Respect dependencies between tasks.","Avoid exposing credentials or private information.","Validate calculations before presenting conclusions.","Use accessible and understandable interfaces."]
["migration_plan","schema_changes","validation_checks","rollback_plan"]
[{"step":1,"action":"Prepare migration plan","purpose":"Produce and validate migration plan","depends_on":[]},{"step":2,"action":"Prepare schema changes","purpose":"Produce and validate schema changes","depends_on":[1]},{"step":3,"action":"Prepare validation checks","purpose":"Produce and validate validation checks","d...
[{"step":1,"action":"Prepare migration plan","tool":"email_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare schema changes","tool":"terminal","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"P...
{"code":"test_failure","description":"A test did not meet its expected condition."}
[{"item":"migration_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"schema_changes","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"validation_checks","check":"Check structure, completeness and consistency.","result":"simu...
{"status":"failed","completed_outputs":[],"message":"The task could not be completed. The failure is reported explicitly.","next_step":"Investigate the error and obtain any missing authorization or input."}
database_migration
train
true
1.0.0
atm_0000848
Design an automated workflow with dependencies, error handling and organized outputs.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Design an automated workflow with dependencies, error handling and organized outputs. Context: The user expect...
["workflow_automation","file_management","api_integration","project_management"]
intermediate
clarification
["database","document_editor","email_client","file_manager"]
["Do not claim that an action succeeded without evidence.","Preserve original source data.","Keep outputs structured and easy to inspect."]
["workflow_specification","dependency_map","error_policy","implementation_plan"]
[{"step":1,"action":"Prepare workflow specification","purpose":"Produce and validate workflow specification","depends_on":[]},{"step":2,"action":"Prepare dependency map","purpose":"Produce and validate dependency map","depends_on":[1]},{"step":3,"action":"Prepare error policy","purpose":"Produce and validate error poli...
[{"step":1,"action":"Prepare workflow specification","tool":"database","status":"simulated","evidence":"Synthetic trace; no external action was executed."}]
Which requirements are mandatory and which are optional?
[{"item":"workflow_specification","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"dependency_map","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"error_policy","check":"Check structure, completeness and consistency.","result":"s...
{"status":"needs_clarification","completed_outputs":[],"question":"Which requirements are mandatory and which are optional?","message":"Pause consequential execution until the ambiguity is resolved."}
business_automation
train
true
1.0.0
atm_0000849
Transform a dataset into a dashboard with clear visualizations and a supporting data service.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Transform a dataset into a dashboard with clear visualizations and a supporting data service. Context: The wor...
["app_development","backend_engineering","data_analysis","ui_ux_design","debugging","cross_domain_execution"]
advanced
failed
["email_client","testing_framework","code_editor","document_editor"]
["Avoid exposing credentials or private information.","Report errors instead of silently ignoring them.","Do not claim that an action succeeded without evidence."]
["data_quality_report","dashboard_spec","backend_design","verification_plan"]
[{"step":1,"action":"Prepare data quality report","purpose":"Produce and validate data quality report","depends_on":[]},{"step":2,"action":"Prepare dashboard spec","purpose":"Produce and validate dashboard spec","depends_on":[1]},{"step":3,"action":"Prepare backend design","purpose":"Produce and validate backend design...
[{"step":1,"action":"Prepare data quality report","tool":"email_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare dashboard spec","tool":"testing_framework","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step"...
{"code":"dependency_error","description":"A required dependency is unavailable."}
[{"item":"data_quality_report","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"dashboard_spec","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_design","check":"Check structure, completeness and consistency.","result":"si...
{"status":"failed","completed_outputs":[],"message":"The task could not be completed. The failure is reported explicitly.","next_step":"Investigate the error and obtain any missing authorization or input."}
data_dashboard
train
true
1.0.0
atm_0000850
Design and implement a user-friendly application with a backend, database and verification plan.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Design and implement a user-friendly application with a backend, database and verification plan. Context: Some...
["backend_engineering","software_testing","app_development","database_management","data_analysis","workflow_automation"]
advanced
failed
["document_editor","file_manager","chart_generator","email_client","database","spreadsheet","code_editor","python"]
["Use accessible and understandable interfaces.","Validate calculations before presenting conclusions.","Explain uncertainty and missing information."]
["application_design","backend_plan","database_schema","test_report"]
[{"step":1,"action":"Prepare application design","purpose":"Produce and validate application design","depends_on":[]},{"step":2,"action":"Prepare backend plan","purpose":"Produce and validate backend plan","depends_on":[1]},{"step":3,"action":"Prepare database schema","purpose":"Produce and validate database schema","d...
[{"step":1,"action":"Prepare application design","tool":"database","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare backend plan","tool":"document_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"actio...
{"code":"ambiguous_requirement","description":"The requirement has multiple plausible meanings."}
[{"item":"application_design","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"database_schema","check":"Check structure, completeness and consistency.","result":"simu...
{"status":"failed","completed_outputs":[],"message":"The task could not be completed. The failure is reported explicitly.","next_step":"Investigate the error and obtain any missing authorization or input."}
fullstack_delivery
train
true
1.0.0
atm_0000851
Design an API-backed product with clear interfaces, input validation and tests.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Design an API-backed product with clear interfaces, input validation and tests. Context: The available informa...
["backend_engineering","app_development","software_testing","api_integration"]
intermediate
failed
["file_manager","browser","python","document_editor","database","testing_framework","email_client","spreadsheet"]
["Use accessible and understandable interfaces.","Keep outputs structured and easy to inspect.","Validate calculations before presenting conclusions."]
["api_contract","backend_design","interface_spec","test_plan"]
[{"step":1,"action":"Prepare api contract","purpose":"Produce and validate api contract","depends_on":[]},{"step":2,"action":"Prepare backend design","purpose":"Produce and validate backend design","depends_on":[1]},{"step":3,"action":"Prepare interface spec","purpose":"Produce and validate interface spec","depends_on"...
[{"step":1,"action":"Prepare api contract","tool":"database","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare backend design","tool":"database","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Prepare...
{"code":"ambiguous_requirement","description":"The requirement has multiple plausible meanings."}
[{"item":"api_contract","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_design","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"interface_spec","check":"Check structure, completeness and consistency.","result":"simulated...
{"status":"failed","completed_outputs":[],"message":"The task could not be completed. The failure is reported explicitly.","next_step":"Investigate the error and obtain any missing authorization or input."}
api_product
train
true
1.0.0
atm_0000852
Design and implement a user-friendly application with a backend, database and verification plan.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Design and implement a user-friendly application with a backend, database and verification plan. Context: The ...
["backend_engineering","app_development","software_testing","database_management"]
very_complex
clarification
["code_editor","testing_framework","python","browser","database","document_editor","api_client","terminal"]
["Preserve original source data.","Explain uncertainty and missing information.","Avoid exposing credentials or private information.","Report errors instead of silently ignoring them."]
["application_design","backend_plan","database_schema","test_report"]
[{"step":1,"action":"Prepare application design","purpose":"Produce and validate application design","depends_on":[]},{"step":2,"action":"Prepare backend plan","purpose":"Produce and validate backend plan","depends_on":[1]},{"step":3,"action":"Prepare database schema","purpose":"Produce and validate database schema","d...
[{"step":1,"action":"Prepare application design","tool":"database","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare backend plan","tool":"testing_framework","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"act...
Which currency and reporting period should be used?
[{"item":"application_design","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"database_schema","check":"Check structure, completeness and consistency.","result":"simu...
{"status":"needs_clarification","completed_outputs":[],"question":"Which currency and reporting period should be used?","message":"Pause consequential execution until the ambiguity is resolved."}
fullstack_delivery
train
true
1.0.0
atm_0000853
Design an API-backed product with clear interfaces, input validation and tests.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Design an API-backed product with clear interfaces, input validation and tests. Context: The workflow should a...
["backend_engineering","api_integration","software_testing","app_development"]
very_complex
clarification
["python","email_client","spreadsheet","terminal","code_editor","document_editor"]
["Avoid exposing credentials or private information.","Preserve original source data.","Validate calculations before presenting conclusions.","Explain uncertainty and missing information.","Do not claim that an action succeeded without evidence."]
["api_contract","backend_design","interface_spec","test_plan"]
[{"step":1,"action":"Prepare api contract","purpose":"Produce and validate api contract","depends_on":[]},{"step":2,"action":"Prepare backend design","purpose":"Produce and validate backend design","depends_on":[1]},{"step":3,"action":"Prepare interface spec","purpose":"Produce and validate interface spec","depends_on"...
[{"step":1,"action":"Prepare api contract","tool":"terminal","status":"simulated","evidence":"Synthetic trace; no external action was executed."}]
Can you confirm the intended recipient and tone?
[{"item":"api_contract","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_design","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"interface_spec","check":"Check structure, completeness and consistency.","result":"simulated...
{"status":"needs_clarification","completed_outputs":[],"question":"Can you confirm the intended recipient and tone?","message":"Pause consequential execution until the ambiguity is resolved."}
api_product
train
true
1.0.0
atm_0000854
Transform a dataset into a dashboard with clear visualizations and a supporting data service.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Transform a dataset into a dashboard with clear visualizations and a supporting data service. Context: Some as...
["ui_ux_design","app_development","data_analysis","backend_engineering","document_creation","financial_analysis"]
intermediate
success
["file_manager","code_editor","document_editor","spreadsheet","chart_generator","python"]
["Validate calculations before presenting conclusions.","Report errors instead of silently ignoring them.","Respect dependencies between tasks.","Explain uncertainty and missing information."]
["data_quality_report","dashboard_spec","backend_design","verification_plan"]
[{"step":1,"action":"Prepare data quality report","purpose":"Produce and validate data quality report","depends_on":[]},{"step":2,"action":"Prepare dashboard spec","purpose":"Produce and validate dashboard spec","depends_on":[1]},{"step":3,"action":"Prepare backend design","purpose":"Produce and validate backend design...
[{"step":1,"action":"Prepare data quality report","tool":"code_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare dashboard spec","tool":"chart_generator","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,...
[{"item":"data_quality_report","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"dashboard_spec","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_design","check":"Check structure, completeness and consistency.","result":"si...
{"status":"success","completed_outputs":["data_quality_report","dashboard_spec","backend_design","verification_plan"],"message":"The planned outputs are represented as completed in this synthetic example."}
data_dashboard
train
true
1.0.0
atm_0000855
Design an automated workflow with dependencies, error handling and organized outputs.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Design an automated workflow with dependencies, error handling and organized outputs. Context: Some assumption...
["project_management","file_management","workflow_automation","api_integration","financial_analysis","decision_making"]
advanced
failed
["email_client","python","chart_generator","file_manager","browser","spreadsheet","terminal","code_editor"]
["Keep outputs structured and easy to inspect.","Preserve original source data.","Report errors instead of silently ignoring them.","Validate calculations before presenting conclusions."]
["workflow_specification","dependency_map","error_policy","implementation_plan"]
[{"step":1,"action":"Prepare workflow specification","purpose":"Produce and validate workflow specification","depends_on":[]},{"step":2,"action":"Prepare dependency map","purpose":"Produce and validate dependency map","depends_on":[1]},{"step":3,"action":"Prepare error policy","purpose":"Produce and validate error poli...
[{"step":1,"action":"Prepare workflow specification","tool":"python","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare dependency map","tool":"python","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"P...
{"code":"calculation_mismatch","description":"A validation check found inconsistent results."}
[{"item":"workflow_specification","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"dependency_map","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"error_policy","check":"Check structure, completeness and consistency.","result":"s...
{"status":"failed","completed_outputs":[],"message":"The task could not be completed. The failure is reported explicitly.","next_step":"Investigate the error and obtain any missing authorization or input."}
business_automation
train
true
1.0.0
atm_0000856
Design an automated workflow with dependencies, error handling and organized outputs.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Design an automated workflow with dependencies, error handling and organized outputs. Context: The task requir...
["project_management","file_management","api_integration","workflow_automation"]
expert
failed
["python","email_client","api_client","browser","file_manager","terminal"]
["Validate calculations before presenting conclusions.","Keep outputs structured and easy to inspect.","Do not claim that an action succeeded without evidence."]
["workflow_specification","dependency_map","error_policy","implementation_plan"]
[{"step":1,"action":"Prepare workflow specification","purpose":"Produce and validate workflow specification","depends_on":[]},{"step":2,"action":"Prepare dependency map","purpose":"Produce and validate dependency map","depends_on":[1]},{"step":3,"action":"Prepare error policy","purpose":"Produce and validate error poli...
[{"step":1,"action":"Prepare workflow specification","tool":"file_manager","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare dependency map","tool":"api_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"...
{"code":"calculation_mismatch","description":"A validation check found inconsistent results."}
[{"item":"workflow_specification","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"dependency_map","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"error_policy","check":"Check structure, completeness and consistency.","result":"s...
{"status":"failed","completed_outputs":[],"message":"The task could not be completed. The failure is reported explicitly.","next_step":"Investigate the error and obtain any missing authorization or input."}
business_automation
train
true
1.0.0
atm_0000857
Evaluate information from multiple sources, identify uncertainty and create a concise report.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Evaluate information from multiple sources, identify uncertainty and create a concise report. Context: The pro...
["document_creation","research","data_analysis","terminal_operations","debugging","app_development"]
expert
success
["testing_framework","email_client","python","code_editor","api_client","spreadsheet","chart_generator"]
["Do not claim that an action succeeded without evidence.","Respect dependencies between tasks.","Preserve original source data."]
["source_assessment","findings","uncertainties","report"]
[{"step":1,"action":"Prepare source assessment","purpose":"Produce and validate source assessment","depends_on":[]},{"step":2,"action":"Prepare findings","purpose":"Produce and validate findings","depends_on":[1]},{"step":3,"action":"Prepare uncertainties","purpose":"Produce and validate uncertainties","depends_on":[2]...
[{"step":1,"action":"Prepare source assessment","tool":"api_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare findings","tool":"code_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Pre...
[{"item":"source_assessment","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"findings","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"uncertainties","check":"Check structure, completeness and consistency.","result":"simulated_c...
{"status":"success","completed_outputs":["source_assessment","findings","uncertainties","report"],"message":"The planned outputs are represented as completed in this synthetic example."}
validation_research
validation
true
1.0.0
atm_0000858
Evaluate an application concept, identify usability issues and propose testable improvements.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Evaluate an application concept, identify usability issues and propose testable improvements. Context: The ava...
["software_testing","app_development","ui_ux_design","email_writing"]
very_complex
success
["browser","email_client","chart_generator","spreadsheet"]
["Respect dependencies between tasks.","Avoid exposing credentials or private information.","Report errors instead of silently ignoring them.","Preserve original source data."]
["ux_review","issue_list","improvements","test_plan"]
[{"step":1,"action":"Prepare ux review","purpose":"Produce and validate ux review","depends_on":[]},{"step":2,"action":"Prepare issue list","purpose":"Produce and validate issue list","depends_on":[1]},{"step":3,"action":"Prepare improvements","purpose":"Produce and validate improvements","depends_on":[2]},{"step":4,"a...
[{"step":1,"action":"Prepare ux review","tool":"chart_generator","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare issue list","tool":"chart_generator","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"...
[{"item":"ux_review","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"issue_list","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"improvements","check":"Check structure, completeness and consistency.","result":"simulated_check"},...
{"status":"success","completed_outputs":["ux_review","issue_list","improvements","test_plan"],"message":"The planned outputs are represented as completed in this synthetic example."}
validation_application
validation
true
1.0.0
atm_0000859
Coordinate a project with deadlines, dependencies, stakeholders and documented decisions.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Coordinate a project with deadlines, dependencies, stakeholders and documented decisions. Context: The availab...
["document_creation","decision_making","project_management","email_writing","software_testing"]
expert
success
["browser","email_client","code_editor","file_manager","testing_framework"]
["Explain uncertainty and missing information.","Do not claim that an action succeeded without evidence.","Respect dependencies between tasks.","Validate calculations before presenting conclusions.","Avoid exposing credentials or private information."]
["project_plan","timeline","decision_log","communications"]
[{"step":1,"action":"Prepare project plan","purpose":"Produce and validate project plan","depends_on":[]},{"step":2,"action":"Prepare timeline","purpose":"Produce and validate timeline","depends_on":[1]},{"step":3,"action":"Prepare decision log","purpose":"Produce and validate decision log","depends_on":[2]},{"step":4,...
[{"step":1,"action":"Prepare project plan","tool":"browser","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare timeline","tool":"file_manager","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Prepare de...
[{"item":"project_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"timeline","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"decision_log","check":"Check structure, completeness and consistency.","result":"simulated_check"}...
{"status":"success","completed_outputs":["project_plan","timeline","decision_log","communications"],"message":"The planned outputs are represented as completed in this synthetic example."}
project_coordination
train
true
1.0.0
atm_0000860
Design an API-backed product with clear interfaces, input validation and tests.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Design an API-backed product with clear interfaces, input validation and tests. Context: The available informa...
["api_integration","app_development","software_testing","backend_engineering","decision_making","data_analysis","workflow_automation"]
intermediate
success
["code_editor","spreadsheet","file_manager","browser","python","document_editor"]
["Do not claim that an action succeeded without evidence.","Validate calculations before presenting conclusions.","Avoid exposing credentials or private information."]
["api_contract","backend_design","interface_spec","test_plan"]
[{"step":1,"action":"Prepare api contract","purpose":"Produce and validate api contract","depends_on":[]},{"step":2,"action":"Prepare backend design","purpose":"Produce and validate backend design","depends_on":[1]},{"step":3,"action":"Prepare interface spec","purpose":"Produce and validate interface spec","depends_on"...
[{"step":1,"action":"Prepare api contract","tool":"document_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare backend design","tool":"spreadsheet","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action...
[{"item":"api_contract","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_design","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"interface_spec","check":"Check structure, completeness and consistency.","result":"simulated...
{"status":"success","completed_outputs":["api_contract","backend_design","interface_spec","test_plan"],"message":"The planned outputs are represented as completed in this synthetic example."}
api_product
train
true
1.0.0
atm_0000861
Evaluate information from multiple sources, identify uncertainty and create a concise report.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Evaluate information from multiple sources, identify uncertainty and create a concise report. Context: The ava...
["research","document_creation","data_analysis"]
intermediate
success
["chart_generator","code_editor","file_manager","testing_framework","api_client","document_editor","email_client"]
["Use accessible and understandable interfaces.","Do not claim that an action succeeded without evidence.","Preserve original source data.","Report errors instead of silently ignoring them."]
["source_assessment","findings","uncertainties","report"]
[{"step":1,"action":"Prepare source assessment","purpose":"Produce and validate source assessment","depends_on":[]},{"step":2,"action":"Prepare findings","purpose":"Produce and validate findings","depends_on":[1]},{"step":3,"action":"Prepare uncertainties","purpose":"Produce and validate uncertainties","depends_on":[2]...
[{"step":1,"action":"Prepare source assessment","tool":"file_manager","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare findings","tool":"file_manager","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"...
[{"item":"source_assessment","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"findings","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"uncertainties","check":"Check structure, completeness and consistency.","result":"simulated_c...
{"status":"success","completed_outputs":["source_assessment","findings","uncertainties","report"],"message":"The planned outputs are represented as completed in this synthetic example."}
validation_research
validation
true
1.0.0
atm_0000862
Compare financial scenarios, identify assumptions and prepare an evidence-based decision report.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Compare financial scenarios, identify assumptions and prepare an evidence-based decision report. Context: The ...
["document_creation","data_analysis","financial_analysis","decision_making"]
advanced
success
["testing_framework","file_manager","email_client","code_editor","document_editor"]
["Report errors instead of silently ignoring them.","Explain uncertainty and missing information.","Preserve original source data."]
["assumptions","calculations","scenario_comparison","decision_report"]
[{"step":1,"action":"Prepare assumptions","purpose":"Produce and validate assumptions","depends_on":[]},{"step":2,"action":"Prepare calculations","purpose":"Produce and validate calculations","depends_on":[1]},{"step":3,"action":"Prepare scenario comparison","purpose":"Produce and validate scenario comparison","depends...
[{"step":1,"action":"Prepare assumptions","tool":"testing_framework","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare calculations","tool":"testing_framework","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"a...
[{"item":"assumptions","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"calculations","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"scenario_comparison","check":"Check structure, completeness and consistency.","result":"simulat...
{"status":"success","completed_outputs":["assumptions","calculations","scenario_comparison","decision_report"],"message":"The planned outputs are represented as completed in this synthetic example."}
financial_decision
train
true
1.0.0
atm_0000863
Research a topic, compare alternatives, prepare a structured proposal and draft an email.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Research a topic, compare alternatives, prepare a structured proposal and draft an email. Context: The outputs...
["decision_making","email_writing","document_creation","research","database_management"]
expert
impossible
["api_client","database","terminal","code_editor"]
["Use accessible and understandable interfaces.","Keep outputs structured and easy to inspect.","Validate calculations before presenting conclusions.","Report errors instead of silently ignoring them.","Preserve original source data."]
["research_summary","comparison","proposal","email_draft"]
[{"step":1,"action":"Prepare research summary","purpose":"Produce and validate research summary","depends_on":[]},{"step":2,"action":"Prepare comparison","purpose":"Produce and validate comparison","depends_on":[1]},{"step":3,"action":"Prepare proposal","purpose":"Produce and validate proposal","depends_on":[2]},{"step...
[{"step":1,"action":"Prepare research summary","tool":"terminal","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare comparison","tool":"database","status":"simulated","evidence":"Synthetic trace; no external action was executed."}]
[{"item":"research_summary","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"comparison","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"proposal","check":"Check structure, completeness and consistency.","result":"simulated_check...
{"status":"impossible","completed_outputs":[],"reason":"The requested conclusion cannot be supported by the available evidence.","message":"Explain the limitation and identify a feasible alternative."}
research_to_proposal
train
true
1.0.0
atm_0000864
Transform a dataset into a dashboard with clear visualizations and a supporting data service.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Transform a dataset into a dashboard with clear visualizations and a supporting data service. Context: Some as...
["app_development","data_analysis","backend_engineering","ui_ux_design"]
advanced
impossible
["spreadsheet","terminal","file_manager","document_editor","browser","python","code_editor"]
["Do not claim that an action succeeded without evidence.","Explain uncertainty and missing information.","Report errors instead of silently ignoring them."]
["data_quality_report","dashboard_spec","backend_design","verification_plan"]
[{"step":1,"action":"Prepare data quality report","purpose":"Produce and validate data quality report","depends_on":[]},{"step":2,"action":"Prepare dashboard spec","purpose":"Produce and validate dashboard spec","depends_on":[1]},{"step":3,"action":"Prepare backend design","purpose":"Produce and validate backend design...
[{"step":1,"action":"Prepare data quality report","tool":"python","status":"simulated","evidence":"Synthetic trace; no external action was executed."}]
[{"item":"data_quality_report","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"dashboard_spec","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_design","check":"Check structure, completeness and consistency.","result":"si...
{"status":"impossible","completed_outputs":[],"reason":"The task requires authorization that has not been granted.","message":"Explain the limitation and identify a feasible alternative."}
data_dashboard
train
true
1.0.0
atm_0000865
Evaluate information from multiple sources, identify uncertainty and create a concise report.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Evaluate information from multiple sources, identify uncertainty and create a concise report. Context: The wor...
["research","data_analysis","document_creation"]
very_complex
success
["python","testing_framework","document_editor","code_editor","terminal","file_manager","api_client"]
["Do not claim that an action succeeded without evidence.","Explain uncertainty and missing information.","Keep outputs structured and easy to inspect.","Use accessible and understandable interfaces."]
["source_assessment","findings","uncertainties","report"]
[{"step":1,"action":"Prepare source assessment","purpose":"Produce and validate source assessment","depends_on":[]},{"step":2,"action":"Prepare findings","purpose":"Produce and validate findings","depends_on":[1]},{"step":3,"action":"Prepare uncertainties","purpose":"Produce and validate uncertainties","depends_on":[2]...
[{"step":1,"action":"Prepare source assessment","tool":"document_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare findings","tool":"file_manager","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action...
[{"item":"source_assessment","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"findings","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"uncertainties","check":"Check structure, completeness and consistency.","result":"simulated_c...
{"status":"success","completed_outputs":["source_assessment","findings","uncertainties","report"],"message":"The planned outputs are represented as completed in this synthetic example."}
validation_research
validation
true
1.0.0
atm_0000866
Transform a dataset into a dashboard with clear visualizations and a supporting data service.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Transform a dataset into a dashboard with clear visualizations and a supporting data service. Context: The out...
["app_development","ui_ux_design","backend_engineering","data_analysis"]
very_complex
recovered
["file_manager","spreadsheet","document_editor","api_client","email_client"]
["Avoid exposing credentials or private information.","Preserve original source data.","Validate calculations before presenting conclusions.","Respect dependencies between tasks.","Keep outputs structured and easy to inspect."]
["data_quality_report","dashboard_spec","backend_design","verification_plan"]
[{"step":1,"action":"Prepare data quality report","purpose":"Produce and validate data quality report","depends_on":[]},{"step":2,"action":"Prepare dashboard spec","purpose":"Produce and validate dashboard spec","depends_on":[1]},{"step":3,"action":"Prepare backend design","purpose":"Produce and validate backend design...
[{"step":1,"action":"Prepare data quality report","tool":"file_manager","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare dashboard spec","tool":"email_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"a...
{"code":"calculation_mismatch","description":"A validation check found inconsistent results."}
[{"item":"data_quality_report","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"dashboard_spec","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_design","check":"Check structure, completeness and consistency.","result":"si...
{"status":"recovered","completed_outputs":["data_quality_report","dashboard_spec","backend_design","verification_plan"],"message":"The simulated issue was detected and a recovery path was completed.","recovery_actions":["Correct the issue and repeat the relevant validation.","Preserve the original data before attemptin...
data_dashboard
train
true
1.0.0
atm_0000867
Organize a project workspace, inspect its contents and design a repeatable workflow.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Organize a project workspace, inspect its contents and design a repeatable workflow. Context: The project has ...
["terminal_operations","workflow_automation","file_management"]
intermediate
success
["python","browser","file_manager","chart_generator","email_client","api_client"]
["Avoid exposing credentials or private information.","Respect dependencies between tasks.","Keep outputs structured and easy to inspect.","Do not claim that an action succeeded without evidence.","Validate calculations before presenting conclusions."]
["workspace_map","workflow","validation_checks"]
[{"step":1,"action":"Prepare workspace map","purpose":"Produce and validate workspace map","depends_on":[]},{"step":2,"action":"Prepare workflow","purpose":"Produce and validate workflow","depends_on":[1]},{"step":3,"action":"Prepare validation checks","purpose":"Produce and validate validation checks","depends_on":[2]...
[{"step":1,"action":"Prepare workspace map","tool":"api_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare workflow","tool":"chart_generator","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Pre...
[{"item":"workspace_map","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"workflow","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"validation_checks","check":"Check structure, completeness and consistency.","result":"simulated_c...
{"status":"success","completed_outputs":["workspace_map","workflow","validation_checks"],"message":"The planned outputs are represented as completed in this synthetic example."}
validation_operations
validation
true
1.0.0
atm_0000868
Design an automated workflow with dependencies, error handling and organized outputs.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Design an automated workflow with dependencies, error handling and organized outputs. Context: The available i...
["workflow_automation","api_integration","project_management","file_management","database_management","terminal_operations","financial_analysis"]
expert
clarification
["terminal","api_client","code_editor","file_manager","document_editor"]
["Respect dependencies between tasks.","Preserve original source data.","Use accessible and understandable interfaces."]
["workflow_specification","dependency_map","error_policy","implementation_plan"]
[{"step":1,"action":"Prepare workflow specification","purpose":"Produce and validate workflow specification","depends_on":[]},{"step":2,"action":"Prepare dependency map","purpose":"Produce and validate dependency map","depends_on":[1]},{"step":3,"action":"Prepare error policy","purpose":"Produce and validate error poli...
[{"step":1,"action":"Prepare workflow specification","tool":"api_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."}]
Which currency and reporting period should be used?
[{"item":"workflow_specification","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"dependency_map","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"error_policy","check":"Check structure, completeness and consistency.","result":"s...
{"status":"needs_clarification","completed_outputs":[],"question":"Which currency and reporting period should be used?","message":"Pause consequential execution until the ambiguity is resolved."}
business_automation
train
true
1.0.0
atm_0000869
Design an automated workflow with dependencies, error handling and organized outputs.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Design an automated workflow with dependencies, error handling and organized outputs. Context: The available i...
["workflow_automation","project_management","api_integration","file_management","app_development","decision_making"]
advanced
success
["browser","testing_framework","file_manager","api_client"]
["Keep outputs structured and easy to inspect.","Explain uncertainty and missing information.","Validate calculations before presenting conclusions."]
["workflow_specification","dependency_map","error_policy","implementation_plan"]
[{"step":1,"action":"Prepare workflow specification","purpose":"Produce and validate workflow specification","depends_on":[]},{"step":2,"action":"Prepare dependency map","purpose":"Produce and validate dependency map","depends_on":[1]},{"step":3,"action":"Prepare error policy","purpose":"Produce and validate error poli...
[{"step":1,"action":"Prepare workflow specification","tool":"file_manager","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare dependency map","tool":"browser","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"act...
[{"item":"workflow_specification","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"dependency_map","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"error_policy","check":"Check structure, completeness and consistency.","result":"s...
{"status":"success","completed_outputs":["workflow_specification","dependency_map","error_policy","implementation_plan"],"message":"The planned outputs are represented as completed in this synthetic example."}
business_automation
train
true
1.0.0
atm_0000870
Compare financial scenarios, identify assumptions and prepare an evidence-based decision report.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Compare financial scenarios, identify assumptions and prepare an evidence-based decision report. Context: The ...
["decision_making","data_analysis","document_creation","financial_analysis","cross_domain_execution","backend_engineering"]
advanced
clarification
["chart_generator","code_editor","spreadsheet","email_client"]
["Respect dependencies between tasks.","Preserve original source data.","Keep outputs structured and easy to inspect.","Do not claim that an action succeeded without evidence."]
["assumptions","calculations","scenario_comparison","decision_report"]
[{"step":1,"action":"Prepare assumptions","purpose":"Produce and validate assumptions","depends_on":[]},{"step":2,"action":"Prepare calculations","purpose":"Produce and validate calculations","depends_on":[1]},{"step":3,"action":"Prepare scenario comparison","purpose":"Produce and validate scenario comparison","depends...
[]
Can you confirm the intended recipient and tone?
[{"item":"assumptions","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"calculations","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"scenario_comparison","check":"Check structure, completeness and consistency.","result":"simulat...
{"status":"needs_clarification","completed_outputs":[],"question":"Can you confirm the intended recipient and tone?","message":"Pause consequential execution until the ambiguity is resolved."}
financial_decision
train
true
1.0.0
atm_0000871
Coordinate a project with deadlines, dependencies, stakeholders and documented decisions.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Coordinate a project with deadlines, dependencies, stakeholders and documented decisions. Context: The project...
["project_management","document_creation","email_writing","decision_making","ui_ux_design"]
expert
success
["document_editor","terminal","browser","api_client","chart_generator","file_manager","python"]
["Report errors instead of silently ignoring them.","Preserve original source data.","Avoid exposing credentials or private information."]
["project_plan","timeline","decision_log","communications"]
[{"step":1,"action":"Prepare project plan","purpose":"Produce and validate project plan","depends_on":[]},{"step":2,"action":"Prepare timeline","purpose":"Produce and validate timeline","depends_on":[1]},{"step":3,"action":"Prepare decision log","purpose":"Produce and validate decision log","depends_on":[2]},{"step":4,...
[{"step":1,"action":"Prepare project plan","tool":"api_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare timeline","tool":"api_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Prepare d...
[{"item":"project_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"timeline","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"decision_log","check":"Check structure, completeness and consistency.","result":"simulated_check"}...
{"status":"success","completed_outputs":["project_plan","timeline","decision_log","communications"],"message":"The planned outputs are represented as completed in this synthetic example."}
project_coordination
train
true
1.0.0
atm_0000872
Plan a small software product from requirements through implementation, testing and documentation.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Plan a small software product from requirements through implementation, testing and documentation. Context: Th...
["project_management","backend_engineering","software_testing","document_creation","app_development","ui_ux_design"]
very_complex
success
["testing_framework","api_client","browser","python"]
["Respect dependencies between tasks.","Report errors instead of silently ignoring them.","Do not claim that an action succeeded without evidence.","Explain uncertainty and missing information.","Keep outputs structured and easy to inspect."]
["requirements","architecture","implementation_plan","test_report","documentation"]
[{"step":1,"action":"Prepare requirements","purpose":"Produce and validate requirements","depends_on":[]},{"step":2,"action":"Prepare architecture","purpose":"Produce and validate architecture","depends_on":[1]},{"step":3,"action":"Prepare implementation plan","purpose":"Produce and validate implementation plan","depen...
[{"step":1,"action":"Prepare requirements","tool":"python","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare architecture","tool":"python","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Prepare imple...
[{"item":"requirements","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"architecture","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"implementation_plan","check":"Check structure, completeness and consistency.","result":"simula...
{"status":"success","completed_outputs":["requirements","architecture","implementation_plan","test_report","documentation"],"message":"The planned outputs are represented as completed in this synthetic example."}
integrated_product
train
true
1.0.0
atm_0000873
Plan a small software product from requirements through implementation, testing and documentation.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Plan a small software product from requirements through implementation, testing and documentation. Context: Se...
["backend_engineering","software_testing","document_creation","app_development","project_management"]
advanced
failed
["browser","document_editor","email_client","spreadsheet","python","code_editor","api_client","terminal"]
["Keep outputs structured and easy to inspect.","Use accessible and understandable interfaces.","Do not claim that an action succeeded without evidence.","Validate calculations before presenting conclusions."]
["requirements","architecture","implementation_plan","test_report","documentation"]
[{"step":1,"action":"Prepare requirements","purpose":"Produce and validate requirements","depends_on":[]},{"step":2,"action":"Prepare architecture","purpose":"Produce and validate architecture","depends_on":[1]},{"step":3,"action":"Prepare implementation plan","purpose":"Produce and validate implementation plan","depen...
[{"step":1,"action":"Prepare requirements","tool":"terminal","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare architecture","tool":"terminal","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Prepare i...
{"code":"invalid_format","description":"An input file has an unexpected format."}
[{"item":"requirements","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"architecture","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"implementation_plan","check":"Check structure, completeness and consistency.","result":"simula...
{"status":"failed","completed_outputs":[],"message":"The task could not be completed. The failure is reported explicitly.","next_step":"Investigate the error and obtain any missing authorization or input."}
integrated_product
train
true
1.0.0
atm_0000874
Plan a small software product from requirements through implementation, testing and documentation.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Plan a small software product from requirements through implementation, testing and documentation. Context: Th...
["app_development","document_creation","project_management","software_testing","backend_engineering","decision_making","database_management","data_analysis"]
very_complex
success
["browser","database","python","file_manager","spreadsheet","testing_framework"]
["Keep outputs structured and easy to inspect.","Explain uncertainty and missing information.","Use accessible and understandable interfaces.","Respect dependencies between tasks.","Preserve original source data."]
["requirements","architecture","implementation_plan","test_report","documentation"]
[{"step":1,"action":"Prepare requirements","purpose":"Produce and validate requirements","depends_on":[]},{"step":2,"action":"Prepare architecture","purpose":"Produce and validate architecture","depends_on":[1]},{"step":3,"action":"Prepare implementation plan","purpose":"Produce and validate implementation plan","depen...
[{"step":1,"action":"Prepare requirements","tool":"python","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare architecture","tool":"python","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Prepare imple...
[{"item":"requirements","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"architecture","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"implementation_plan","check":"Check structure, completeness and consistency.","result":"simula...
{"status":"success","completed_outputs":["requirements","architecture","implementation_plan","test_report","documentation"],"message":"The planned outputs are represented as completed in this synthetic example."}
integrated_product
train
true
1.0.0
atm_0000875
Design and implement a user-friendly application with a backend, database and verification plan.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Design and implement a user-friendly application with a backend, database and verification plan. Context: The ...
["software_testing","database_management","backend_engineering","app_development","cross_domain_execution","document_creation"]
advanced
recovered
["email_client","database","testing_framework","chart_generator","file_manager","document_editor","code_editor","browser"]
["Keep outputs structured and easy to inspect.","Preserve original source data.","Respect dependencies between tasks.","Explain uncertainty and missing information."]
["application_design","backend_plan","database_schema","test_report"]
[{"step":1,"action":"Prepare application design","purpose":"Produce and validate application design","depends_on":[]},{"step":2,"action":"Prepare backend plan","purpose":"Produce and validate backend plan","depends_on":[1]},{"step":3,"action":"Prepare database schema","purpose":"Produce and validate database schema","d...
[{"step":1,"action":"Prepare application design","tool":"file_manager","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare backend plan","tool":"file_manager","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"acti...
{"code":"calculation_mismatch","description":"A validation check found inconsistent results."}
[{"item":"application_design","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"database_schema","check":"Check structure, completeness and consistency.","result":"simu...
{"status":"recovered","completed_outputs":["application_design","backend_plan","database_schema","test_report"],"message":"The simulated issue was detected and a recovery path was completed.","recovery_actions":["Preserve the original data before attempting a correction.","Correct the issue and repeat the relevant vali...
fullstack_delivery
train
true
1.0.0
atm_0000876
Design an API-backed product with clear interfaces, input validation and tests.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Design an API-backed product with clear interfaces, input validation and tests. Context: The user expects clea...
["software_testing","api_integration","backend_engineering","app_development"]
intermediate
success
["document_editor","browser","chart_generator","spreadsheet","email_client","terminal"]
["Avoid exposing credentials or private information.","Keep outputs structured and easy to inspect.","Do not claim that an action succeeded without evidence.","Use accessible and understandable interfaces."]
["api_contract","backend_design","interface_spec","test_plan"]
[{"step":1,"action":"Prepare api contract","purpose":"Produce and validate api contract","depends_on":[]},{"step":2,"action":"Prepare backend design","purpose":"Produce and validate backend design","depends_on":[1]},{"step":3,"action":"Prepare interface spec","purpose":"Produce and validate interface spec","depends_on"...
[{"step":1,"action":"Prepare api contract","tool":"terminal","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare backend design","tool":"chart_generator","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"...
[{"item":"api_contract","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_design","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"interface_spec","check":"Check structure, completeness and consistency.","result":"simulated...
{"status":"success","completed_outputs":["api_contract","backend_design","interface_spec","test_plan"],"message":"The planned outputs are represented as completed in this synthetic example."}
api_product
train
true
1.0.0
atm_0000877
Coordinate a project with deadlines, dependencies, stakeholders and documented decisions.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Coordinate a project with deadlines, dependencies, stakeholders and documented decisions. Context: The task re...
["document_creation","project_management","email_writing","decision_making"]
intermediate
success
["browser","testing_framework","api_client","database"]
["Validate calculations before presenting conclusions.","Preserve original source data.","Report errors instead of silently ignoring them.","Use accessible and understandable interfaces.","Keep outputs structured and easy to inspect."]
["project_plan","timeline","decision_log","communications"]
[{"step":1,"action":"Prepare project plan","purpose":"Produce and validate project plan","depends_on":[]},{"step":2,"action":"Prepare timeline","purpose":"Produce and validate timeline","depends_on":[1]},{"step":3,"action":"Prepare decision log","purpose":"Produce and validate decision log","depends_on":[2]},{"step":4,...
[{"step":1,"action":"Prepare project plan","tool":"database","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare timeline","tool":"api_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Prepare dec...
[{"item":"project_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"timeline","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"decision_log","check":"Check structure, completeness and consistency.","result":"simulated_check"}...
{"status":"success","completed_outputs":["project_plan","timeline","decision_log","communications"],"message":"The planned outputs are represented as completed in this synthetic example."}
project_coordination
train
true
1.0.0
atm_0000878
Evaluate information from multiple sources, identify uncertainty and create a concise report.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Evaluate information from multiple sources, identify uncertainty and create a concise report. Context: The ava...
["document_creation","data_analysis","research"]
very_complex
success
["database","browser","code_editor","testing_framework","chart_generator","file_manager"]
["Avoid exposing credentials or private information.","Validate calculations before presenting conclusions.","Report errors instead of silently ignoring them."]
["source_assessment","findings","uncertainties","report"]
[{"step":1,"action":"Prepare source assessment","purpose":"Produce and validate source assessment","depends_on":[]},{"step":2,"action":"Prepare findings","purpose":"Produce and validate findings","depends_on":[1]},{"step":3,"action":"Prepare uncertainties","purpose":"Produce and validate uncertainties","depends_on":[2]...
[{"step":1,"action":"Prepare source assessment","tool":"browser","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare findings","tool":"chart_generator","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Pr...
[{"item":"source_assessment","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"findings","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"uncertainties","check":"Check structure, completeness and consistency.","result":"simulated_c...
{"status":"success","completed_outputs":["source_assessment","findings","uncertainties","report"],"message":"The planned outputs are represented as completed in this synthetic example."}
validation_research
validation
true
1.0.0
atm_0000879
Inspect a software project, diagnose a reported problem, propose a correction and verify it.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Inspect a software project, diagnose a reported problem, propose a correction and verify it. Context: The work...
["terminal_operations","debugging","file_management","software_testing"]
very_complex
failed
["testing_framework","database","python","terminal","document_editor","spreadsheet","chart_generator","browser"]
["Explain uncertainty and missing information.","Report errors instead of silently ignoring them.","Keep outputs structured and easy to inspect."]
["diagnosis","repair_plan","test_results","change_summary"]
[{"step":1,"action":"Prepare diagnosis","purpose":"Produce and validate diagnosis","depends_on":[]},{"step":2,"action":"Prepare repair plan","purpose":"Produce and validate repair plan","depends_on":[1]},{"step":3,"action":"Prepare test results","purpose":"Produce and validate test results","depends_on":[2]},{"step":4,...
[{"step":1,"action":"Prepare diagnosis","tool":"document_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare repair plan","tool":"testing_framework","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action...
{"code":"invalid_format","description":"An input file has an unexpected format."}
[{"item":"diagnosis","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"repair_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"test_results","check":"Check structure, completeness and consistency.","result":"simulated_check"}...
{"status":"failed","completed_outputs":[],"message":"The task could not be completed. The failure is reported explicitly.","next_step":"Investigate the error and obtain any missing authorization or input."}
terminal_debugging
train
true
1.0.0
atm_0000880
Transform a dataset into a dashboard with clear visualizations and a supporting data service.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Transform a dataset into a dashboard with clear visualizations and a supporting data service. Context: The use...
["ui_ux_design","app_development","backend_engineering","data_analysis","email_writing","cross_domain_execution","workflow_automation"]
advanced
recovered
["database","api_client","terminal","email_client"]
["Keep outputs structured and easy to inspect.","Report errors instead of silently ignoring them.","Validate calculations before presenting conclusions.","Avoid exposing credentials or private information.","Explain uncertainty and missing information."]
["data_quality_report","dashboard_spec","backend_design","verification_plan"]
[{"step":1,"action":"Prepare data quality report","purpose":"Produce and validate data quality report","depends_on":[]},{"step":2,"action":"Prepare dashboard spec","purpose":"Produce and validate dashboard spec","depends_on":[1]},{"step":3,"action":"Prepare backend design","purpose":"Produce and validate backend design...
[{"step":1,"action":"Prepare data quality report","tool":"email_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare dashboard spec","tool":"api_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"act...
{"code":"ambiguous_requirement","description":"The requirement has multiple plausible meanings."}
[{"item":"data_quality_report","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"dashboard_spec","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_design","check":"Check structure, completeness and consistency.","result":"si...
{"status":"recovered","completed_outputs":["data_quality_report","dashboard_spec","backend_design","verification_plan"],"message":"The simulated issue was detected and a recovery path was completed.","recovery_actions":["Preserve the original data before attempting a correction.","Inspect the failing component and isol...
data_dashboard
train
true
1.0.0
atm_0000881
Collect source information, create structured documents and prepare organized deliverables.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Collect source information, create structured documents and prepare organized deliverables. Context: The outpu...
["document_creation","file_management","email_writing","research"]
intermediate
failed
["python","email_client","chart_generator","testing_framework","spreadsheet","api_client"]
["Report errors instead of silently ignoring them.","Avoid exposing credentials or private information.","Validate calculations before presenting conclusions."]
["source_notes","main_document","file_index","email_draft"]
[{"step":1,"action":"Prepare source notes","purpose":"Produce and validate source notes","depends_on":[]},{"step":2,"action":"Prepare main document","purpose":"Produce and validate main document","depends_on":[1]},{"step":3,"action":"Prepare file index","purpose":"Produce and validate file index","depends_on":[2]},{"st...
[{"step":1,"action":"Prepare source notes","tool":"api_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare main document","tool":"api_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Prep...
{"code":"calculation_mismatch","description":"A validation check found inconsistent results."}
[{"item":"source_notes","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"main_document","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"file_index","check":"Check structure, completeness and consistency.","result":"simulated_chec...
{"status":"failed","completed_outputs":[],"message":"The task could not be completed. The failure is reported explicitly.","next_step":"Investigate the error and obtain any missing authorization or input."}
document_workflow
train
true
1.0.0
atm_0000882
Coordinate a complex application delivery with technical dependencies and stakeholder communication.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Coordinate a complex application delivery with technical dependencies and stakeholder communication. Context: ...
["backend_engineering","app_development","email_writing","project_management"]
expert
clarification
["browser","chart_generator","file_manager","code_editor","database","spreadsheet","email_client"]
["Use accessible and understandable interfaces.","Report errors instead of silently ignoring them.","Keep outputs structured and easy to inspect."]
["delivery_plan","technical_design","dependency_report","email_draft"]
[{"step":1,"action":"Prepare delivery plan","purpose":"Produce and validate delivery plan","depends_on":[]},{"step":2,"action":"Prepare technical design","purpose":"Produce and validate technical design","depends_on":[1]},{"step":3,"action":"Prepare dependency report","purpose":"Produce and validate dependency report",...
[{"step":1,"action":"Prepare delivery plan","tool":"browser","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare technical design","tool":"spreadsheet","status":"simulated","evidence":"Synthetic trace; no external action was executed."}]
What deadline should the plan follow?
[{"item":"delivery_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"technical_design","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"dependency_report","check":"Check structure, completeness and consistency.","result":"sim...
{"status":"needs_clarification","completed_outputs":[],"question":"What deadline should the plan follow?","message":"Pause consequential execution until the ambiguity is resolved."}
test_complex_delivery
test
true
1.0.0
atm_0000883
Plan a small software product from requirements through implementation, testing and documentation.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Plan a small software product from requirements through implementation, testing and documentation. Context: Th...
["backend_engineering","app_development","software_testing","document_creation","project_management","workflow_automation","email_writing"]
advanced
clarification
["api_client","code_editor","terminal","python"]
["Preserve original source data.","Explain uncertainty and missing information.","Validate calculations before presenting conclusions."]
["requirements","architecture","implementation_plan","test_report","documentation"]
[{"step":1,"action":"Prepare requirements","purpose":"Produce and validate requirements","depends_on":[]},{"step":2,"action":"Prepare architecture","purpose":"Produce and validate architecture","depends_on":[1]},{"step":3,"action":"Prepare implementation plan","purpose":"Produce and validate implementation plan","depen...
[]
Which requirements are mandatory and which are optional?
[{"item":"requirements","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"architecture","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"implementation_plan","check":"Check structure, completeness and consistency.","result":"simula...
{"status":"needs_clarification","completed_outputs":[],"question":"Which requirements are mandatory and which are optional?","message":"Pause consequential execution until the ambiguity is resolved."}
integrated_product
train
true
1.0.0
atm_0000884
Research a topic, compare alternatives, prepare a structured proposal and draft an email.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Research a topic, compare alternatives, prepare a structured proposal and draft an email. Context: The user ex...
["research","email_writing","document_creation","decision_making","project_management"]
very_complex
recovered
["chart_generator","api_client","code_editor","python","spreadsheet","email_client"]
["Avoid exposing credentials or private information.","Keep outputs structured and easy to inspect.","Respect dependencies between tasks."]
["research_summary","comparison","proposal","email_draft"]
[{"step":1,"action":"Prepare research summary","purpose":"Produce and validate research summary","depends_on":[]},{"step":2,"action":"Prepare comparison","purpose":"Produce and validate comparison","depends_on":[1]},{"step":3,"action":"Prepare proposal","purpose":"Produce and validate proposal","depends_on":[2]},{"step...
[{"step":1,"action":"Prepare research summary","tool":"python","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare comparison","tool":"api_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Prepare...
{"code":"dependency_error","description":"A required dependency is unavailable."}
[{"item":"research_summary","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"comparison","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"proposal","check":"Check structure, completeness and consistency.","result":"simulated_check...
{"status":"recovered","completed_outputs":["research_summary","comparison","proposal","email_draft"],"message":"The simulated issue was detected and a recovery path was completed.","recovery_actions":["Preserve the original data before attempting a correction.","Inspect the failing component and isolate the cause."]}
research_to_proposal
train
true
1.0.0
atm_0000885
Plan a database migration with validation, rollback considerations and application compatibility.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Plan a database migration with validation, rollback considerations and application compatibility. Context: The...
["software_testing","database_management","terminal_operations","backend_engineering","app_development","research","decision_making"]
very_complex
recovered
["code_editor","file_manager","python","testing_framework","browser"]
["Preserve original source data.","Do not claim that an action succeeded without evidence.","Explain uncertainty and missing information.","Use accessible and understandable interfaces.","Report errors instead of silently ignoring them."]
["migration_plan","schema_changes","validation_checks","rollback_plan"]
[{"step":1,"action":"Prepare migration plan","purpose":"Produce and validate migration plan","depends_on":[]},{"step":2,"action":"Prepare schema changes","purpose":"Produce and validate schema changes","depends_on":[1]},{"step":3,"action":"Prepare validation checks","purpose":"Produce and validate validation checks","d...
[{"step":1,"action":"Prepare migration plan","tool":"testing_framework","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare schema changes","tool":"code_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"ac...
{"code":"test_failure","description":"A test did not meet its expected condition."}
[{"item":"migration_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"schema_changes","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"validation_checks","check":"Check structure, completeness and consistency.","result":"simu...
{"status":"recovered","completed_outputs":["migration_plan","schema_changes","validation_checks","rollback_plan"],"message":"The simulated issue was detected and a recovery path was completed.","recovery_actions":["Use a documented alternative when authorized.","Preserve the original data before attempting a correction...
database_migration
train
true
1.0.0
atm_0000886
Design an API-backed product with clear interfaces, input validation and tests.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Design an API-backed product with clear interfaces, input validation and tests. Context: Some assumptions need...
["software_testing","backend_engineering","app_development","api_integration"]
expert
recovered
["code_editor","file_manager","testing_framework","document_editor","api_client","email_client"]
["Avoid exposing credentials or private information.","Validate calculations before presenting conclusions.","Explain uncertainty and missing information."]
["api_contract","backend_design","interface_spec","test_plan"]
[{"step":1,"action":"Prepare api contract","purpose":"Produce and validate api contract","depends_on":[]},{"step":2,"action":"Prepare backend design","purpose":"Produce and validate backend design","depends_on":[1]},{"step":3,"action":"Prepare interface spec","purpose":"Produce and validate interface spec","depends_on"...
[{"step":1,"action":"Prepare api contract","tool":"api_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare backend design","tool":"api_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Pre...
{"code":"test_failure","description":"A test did not meet its expected condition."}
[{"item":"api_contract","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_design","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"interface_spec","check":"Check structure, completeness and consistency.","result":"simulated...
{"status":"recovered","completed_outputs":["api_contract","backend_design","interface_spec","test_plan"],"message":"The simulated issue was detected and a recovery path was completed.","recovery_actions":["Correct the issue and repeat the relevant validation.","Report the remaining limitation if recovery is not possibl...
api_product
train
true
1.0.0
atm_0000887
Inspect a software project, diagnose a reported problem, propose a correction and verify it.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Inspect a software project, diagnose a reported problem, propose a correction and verify it. Context: The outp...
["terminal_operations","debugging","software_testing","file_management","ui_ux_design","backend_engineering","api_integration"]
intermediate
recovered
["chart_generator","file_manager","document_editor","code_editor","database","python"]
["Validate calculations before presenting conclusions.","Avoid exposing credentials or private information.","Explain uncertainty and missing information.","Use accessible and understandable interfaces.","Do not claim that an action succeeded without evidence."]
["diagnosis","repair_plan","test_results","change_summary"]
[{"step":1,"action":"Prepare diagnosis","purpose":"Produce and validate diagnosis","depends_on":[]},{"step":2,"action":"Prepare repair plan","purpose":"Produce and validate repair plan","depends_on":[1]},{"step":3,"action":"Prepare test results","purpose":"Produce and validate test results","depends_on":[2]},{"step":4,...
[{"step":1,"action":"Prepare diagnosis","tool":"chart_generator","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare repair plan","tool":"file_manager","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Pr...
{"code":"ambiguous_requirement","description":"The requirement has multiple plausible meanings."}
[{"item":"diagnosis","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"repair_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"test_results","check":"Check structure, completeness and consistency.","result":"simulated_check"}...
{"status":"recovered","completed_outputs":["diagnosis","repair_plan","test_results","change_summary"],"message":"The simulated issue was detected and a recovery path was completed.","recovery_actions":["Inspect the failing component and isolate the cause.","Preserve the original data before attempting a correction.","C...
terminal_debugging
train
true
1.0.0
atm_0000888
Interpret unfamiliar structured data, document limitations and prepare a reasoned recommendation.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Interpret unfamiliar structured data, document limitations and prepare a reasoned recommendation. Context: The...
["data_analysis","document_creation","financial_analysis","decision_making"]
expert
success
["document_editor","database","browser","email_client","python","code_editor","spreadsheet"]
["Validate calculations before presenting conclusions.","Preserve original source data.","Do not claim that an action succeeded without evidence."]
["data_assessment","calculations","limitations","recommendation"]
[{"step":1,"action":"Prepare data assessment","purpose":"Produce and validate data assessment","depends_on":[]},{"step":2,"action":"Prepare calculations","purpose":"Produce and validate calculations","depends_on":[1]},{"step":3,"action":"Prepare limitations","purpose":"Produce and validate limitations","depends_on":[2]...
[{"step":1,"action":"Prepare data assessment","tool":"document_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare calculations","tool":"spreadsheet","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"actio...
[{"item":"data_assessment","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"calculations","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"limitations","check":"Check structure, completeness and consistency.","result":"simulated_c...
{"status":"success","completed_outputs":["data_assessment","calculations","limitations","recommendation"],"message":"The planned outputs are represented as completed in this synthetic example."}
test_data_decision
test
true
1.0.0
atm_0000889
Inspect a software project, diagnose a reported problem, propose a correction and verify it.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Inspect a software project, diagnose a reported problem, propose a correction and verify it. Context: Some ass...
["debugging","software_testing","terminal_operations","file_management"]
expert
failed
["code_editor","file_manager","chart_generator","api_client","terminal","document_editor","browser","spreadsheet"]
["Report errors instead of silently ignoring them.","Explain uncertainty and missing information.","Use accessible and understandable interfaces.","Validate calculations before presenting conclusions.","Respect dependencies between tasks."]
["diagnosis","repair_plan","test_results","change_summary"]
[{"step":1,"action":"Prepare diagnosis","purpose":"Produce and validate diagnosis","depends_on":[]},{"step":2,"action":"Prepare repair plan","purpose":"Produce and validate repair plan","depends_on":[1]},{"step":3,"action":"Prepare test results","purpose":"Produce and validate test results","depends_on":[2]},{"step":4,...
[{"step":1,"action":"Prepare diagnosis","tool":"chart_generator","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare repair plan","tool":"file_manager","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Pr...
{"code":"permission_denied","description":"The requested operation lacks authorization."}
[{"item":"diagnosis","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"repair_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"test_results","check":"Check structure, completeness and consistency.","result":"simulated_check"}...
{"status":"failed","completed_outputs":[],"message":"The task could not be completed. The failure is reported explicitly.","next_step":"Investigate the error and obtain any missing authorization or input."}
terminal_debugging
train
true
1.0.0
atm_0000890
Inspect a software project, diagnose a reported problem, propose a correction and verify it.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Inspect a software project, diagnose a reported problem, propose a correction and verify it. Context: The avai...
["debugging","software_testing","file_management","terminal_operations"]
expert
success
["chart_generator","spreadsheet","api_client","code_editor","testing_framework","database","file_manager"]
["Respect dependencies between tasks.","Keep outputs structured and easy to inspect.","Report errors instead of silently ignoring them.","Avoid exposing credentials or private information."]
["diagnosis","repair_plan","test_results","change_summary"]
[{"step":1,"action":"Prepare diagnosis","purpose":"Produce and validate diagnosis","depends_on":[]},{"step":2,"action":"Prepare repair plan","purpose":"Produce and validate repair plan","depends_on":[1]},{"step":3,"action":"Prepare test results","purpose":"Produce and validate test results","depends_on":[2]},{"step":4,...
[{"step":1,"action":"Prepare diagnosis","tool":"chart_generator","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare repair plan","tool":"code_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Pre...
[{"item":"diagnosis","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"repair_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"test_results","check":"Check structure, completeness and consistency.","result":"simulated_check"}...
{"status":"success","completed_outputs":["diagnosis","repair_plan","test_results","change_summary"],"message":"The planned outputs are represented as completed in this synthetic example."}
terminal_debugging
train
true
1.0.0
atm_0000891
Research a topic, compare alternatives, prepare a structured proposal and draft an email.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Research a topic, compare alternatives, prepare a structured proposal and draft an email. Context: The outputs...
["decision_making","email_writing","research","document_creation","cross_domain_execution"]
advanced
impossible
["spreadsheet","api_client","database","testing_framework","terminal"]
["Preserve original source data.","Use accessible and understandable interfaces.","Avoid exposing credentials or private information.","Do not claim that an action succeeded without evidence."]
["research_summary","comparison","proposal","email_draft"]
[{"step":1,"action":"Prepare research summary","purpose":"Produce and validate research summary","depends_on":[]},{"step":2,"action":"Prepare comparison","purpose":"Produce and validate comparison","depends_on":[1]},{"step":3,"action":"Prepare proposal","purpose":"Produce and validate proposal","depends_on":[2]},{"step...
[{"step":1,"action":"Prepare research summary","tool":"terminal","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare comparison","tool":"api_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."}]
[{"item":"research_summary","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"comparison","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"proposal","check":"Check structure, completeness and consistency.","result":"simulated_check...
{"status":"impossible","completed_outputs":[],"reason":"The requested outputs contradict a stated constraint.","message":"Explain the limitation and identify a feasible alternative."}
research_to_proposal
train
true
1.0.0
atm_0000892
Transform a dataset into a dashboard with clear visualizations and a supporting data service.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Transform a dataset into a dashboard with clear visualizations and a supporting data service. Context: The wor...
["data_analysis","app_development","ui_ux_design","backend_engineering"]
expert
clarification
["api_client","code_editor","email_client","terminal","database"]
["Report errors instead of silently ignoring them.","Explain uncertainty and missing information.","Do not claim that an action succeeded without evidence.","Validate calculations before presenting conclusions."]
["data_quality_report","dashboard_spec","backend_design","verification_plan"]
[{"step":1,"action":"Prepare data quality report","purpose":"Produce and validate data quality report","depends_on":[]},{"step":2,"action":"Prepare dashboard spec","purpose":"Produce and validate dashboard spec","depends_on":[1]},{"step":3,"action":"Prepare backend design","purpose":"Produce and validate backend design...
[]
What deadline should the plan follow?
[{"item":"data_quality_report","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"dashboard_spec","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_design","check":"Check structure, completeness and consistency.","result":"si...
{"status":"needs_clarification","completed_outputs":[],"question":"What deadline should the plan follow?","message":"Pause consequential execution until the ambiguity is resolved."}
data_dashboard
train
true
1.0.0
atm_0000893
Transform a dataset into a dashboard with clear visualizations and a supporting data service.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Transform a dataset into a dashboard with clear visualizations and a supporting data service. Context: The wor...
["ui_ux_design","data_analysis","app_development","backend_engineering","workflow_automation","email_writing","software_testing"]
very_complex
success
["terminal","python","browser","file_manager"]
["Use accessible and understandable interfaces.","Keep outputs structured and easy to inspect.","Do not claim that an action succeeded without evidence."]
["data_quality_report","dashboard_spec","backend_design","verification_plan"]
[{"step":1,"action":"Prepare data quality report","purpose":"Produce and validate data quality report","depends_on":[]},{"step":2,"action":"Prepare dashboard spec","purpose":"Produce and validate dashboard spec","depends_on":[1]},{"step":3,"action":"Prepare backend design","purpose":"Produce and validate backend design...
[{"step":1,"action":"Prepare data quality report","tool":"python","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare dashboard spec","tool":"terminal","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Pr...
[{"item":"data_quality_report","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"dashboard_spec","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_design","check":"Check structure, completeness and consistency.","result":"si...
{"status":"success","completed_outputs":["data_quality_report","dashboard_spec","backend_design","verification_plan"],"message":"The planned outputs are represented as completed in this synthetic example."}
data_dashboard
train
true
1.0.0
atm_0000894
Collect source information, create structured documents and prepare organized deliverables.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Collect source information, create structured documents and prepare organized deliverables. Context: Some assu...
["file_management","document_creation","email_writing","research"]
expert
failed
["file_manager","chart_generator","code_editor","python","terminal","spreadsheet","email_client","api_client"]
["Keep outputs structured and easy to inspect.","Explain uncertainty and missing information.","Avoid exposing credentials or private information.","Use accessible and understandable interfaces.","Do not claim that an action succeeded without evidence."]
["source_notes","main_document","file_index","email_draft"]
[{"step":1,"action":"Prepare source notes","purpose":"Produce and validate source notes","depends_on":[]},{"step":2,"action":"Prepare main document","purpose":"Produce and validate main document","depends_on":[1]},{"step":3,"action":"Prepare file index","purpose":"Produce and validate file index","depends_on":[2]},{"st...
[{"step":1,"action":"Prepare source notes","tool":"terminal","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare main document","tool":"spreadsheet","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Prepa...
{"code":"unavailable_service","description":"An external service cannot be confirmed as available."}
[{"item":"source_notes","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"main_document","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"file_index","check":"Check structure, completeness and consistency.","result":"simulated_chec...
{"status":"failed","completed_outputs":[],"message":"The task could not be completed. The failure is reported explicitly.","next_step":"Investigate the error and obtain any missing authorization or input."}
document_workflow
train
true
1.0.0
atm_0000895
Interpret unfamiliar structured data, document limitations and prepare a reasoned recommendation.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Interpret unfamiliar structured data, document limitations and prepare a reasoned recommendation. Context: The...
["financial_analysis","decision_making","document_creation","data_analysis"]
intermediate
impossible
["chart_generator","document_editor","testing_framework","email_client","code_editor","file_manager","python"]
["Avoid exposing credentials or private information.","Report errors instead of silently ignoring them.","Explain uncertainty and missing information.","Respect dependencies between tasks.","Use accessible and understandable interfaces."]
["data_assessment","calculations","limitations","recommendation"]
[{"step":1,"action":"Prepare data assessment","purpose":"Produce and validate data assessment","depends_on":[]},{"step":2,"action":"Prepare calculations","purpose":"Produce and validate calculations","depends_on":[1]},{"step":3,"action":"Prepare limitations","purpose":"Produce and validate limitations","depends_on":[2]...
[{"step":1,"action":"Prepare data assessment","tool":"file_manager","status":"simulated","evidence":"Synthetic trace; no external action was executed."}]
[{"item":"data_assessment","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"calculations","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"limitations","check":"Check structure, completeness and consistency.","result":"simulated_c...
{"status":"impossible","completed_outputs":[],"reason":"The requested outputs contradict a stated constraint.","message":"Explain the limitation and identify a feasible alternative."}
test_data_decision
test
true
1.0.0
atm_0000896
Transform a dataset into a dashboard with clear visualizations and a supporting data service.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Transform a dataset into a dashboard with clear visualizations and a supporting data service. Context: Some as...
["data_analysis","ui_ux_design","backend_engineering","app_development","workflow_automation","project_management"]
expert
failed
["browser","database","document_editor","spreadsheet","terminal","chart_generator","testing_framework","python"]
["Do not claim that an action succeeded without evidence.","Avoid exposing credentials or private information.","Use accessible and understandable interfaces.","Preserve original source data."]
["data_quality_report","dashboard_spec","backend_design","verification_plan"]
[{"step":1,"action":"Prepare data quality report","purpose":"Produce and validate data quality report","depends_on":[]},{"step":2,"action":"Prepare dashboard spec","purpose":"Produce and validate dashboard spec","depends_on":[1]},{"step":3,"action":"Prepare backend design","purpose":"Produce and validate backend design...
[{"step":1,"action":"Prepare data quality report","tool":"python","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare dashboard spec","tool":"browser","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Pre...
{"code":"missing_input","description":"A required input is missing."}
[{"item":"data_quality_report","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"dashboard_spec","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_design","check":"Check structure, completeness and consistency.","result":"si...
{"status":"failed","completed_outputs":[],"message":"The task could not be completed. The failure is reported explicitly.","next_step":"Investigate the error and obtain any missing authorization or input."}
data_dashboard
train
true
1.0.0
atm_0000897
Coordinate a project with deadlines, dependencies, stakeholders and documented decisions.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Coordinate a project with deadlines, dependencies, stakeholders and documented decisions. Context: The user ex...
["document_creation","email_writing","project_management","decision_making","debugging","financial_analysis"]
expert
impossible
["terminal","chart_generator","email_client","testing_framework","api_client","document_editor","browser"]
["Keep outputs structured and easy to inspect.","Explain uncertainty and missing information.","Avoid exposing credentials or private information.","Respect dependencies between tasks."]
["project_plan","timeline","decision_log","communications"]
[{"step":1,"action":"Prepare project plan","purpose":"Produce and validate project plan","depends_on":[]},{"step":2,"action":"Prepare timeline","purpose":"Produce and validate timeline","depends_on":[1]},{"step":3,"action":"Prepare decision log","purpose":"Produce and validate decision log","depends_on":[2]},{"step":4,...
[{"step":1,"action":"Prepare project plan","tool":"api_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare timeline","tool":"terminal","status":"simulated","evidence":"Synthetic trace; no external action was executed."}]
[{"item":"project_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"timeline","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"decision_log","check":"Check structure, completeness and consistency.","result":"simulated_check"}...
{"status":"impossible","completed_outputs":[],"reason":"The task requires information that has not been supplied.","message":"Explain the limitation and identify a feasible alternative."}
project_coordination
train
true
1.0.0
atm_0000898
Inspect a software project, diagnose a reported problem, propose a correction and verify it.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Inspect a software project, diagnose a reported problem, propose a correction and verify it. Context: The avai...
["terminal_operations","file_management","debugging","software_testing","app_development","email_writing"]
very_complex
success
["code_editor","file_manager","email_client","api_client","browser","document_editor","python"]
["Preserve original source data.","Validate calculations before presenting conclusions.","Explain uncertainty and missing information.","Avoid exposing credentials or private information."]
["diagnosis","repair_plan","test_results","change_summary"]
[{"step":1,"action":"Prepare diagnosis","purpose":"Produce and validate diagnosis","depends_on":[]},{"step":2,"action":"Prepare repair plan","purpose":"Produce and validate repair plan","depends_on":[1]},{"step":3,"action":"Prepare test results","purpose":"Produce and validate test results","depends_on":[2]},{"step":4,...
[{"step":1,"action":"Prepare diagnosis","tool":"browser","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare repair plan","tool":"python","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":"Prepare test res...
[{"item":"diagnosis","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"repair_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"test_results","check":"Check structure, completeness and consistency.","result":"simulated_check"}...
{"status":"success","completed_outputs":["diagnosis","repair_plan","test_results","change_summary"],"message":"The planned outputs are represented as completed in this synthetic example."}
terminal_debugging
train
true
1.0.0
atm_0000899
Coordinate a project with deadlines, dependencies, stakeholders and documented decisions.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Coordinate a project with deadlines, dependencies, stakeholders and documented decisions. Context: Some assump...
["document_creation","project_management","decision_making","email_writing"]
advanced
success
["file_manager","document_editor","spreadsheet","chart_generator"]
["Use accessible and understandable interfaces.","Do not claim that an action succeeded without evidence.","Explain uncertainty and missing information.","Validate calculations before presenting conclusions.","Report errors instead of silently ignoring them."]
["project_plan","timeline","decision_log","communications"]
[{"step":1,"action":"Prepare project plan","purpose":"Produce and validate project plan","depends_on":[]},{"step":2,"action":"Prepare timeline","purpose":"Produce and validate timeline","depends_on":[1]},{"step":3,"action":"Prepare decision log","purpose":"Produce and validate decision log","depends_on":[2]},{"step":4,...
[{"step":1,"action":"Prepare project plan","tool":"chart_generator","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare timeline","tool":"document_editor","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"action":...
[{"item":"project_plan","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"timeline","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"decision_log","check":"Check structure, completeness and consistency.","result":"simulated_check"}...
{"status":"success","completed_outputs":["project_plan","timeline","decision_log","communications"],"message":"The planned outputs are represented as completed in this synthetic example."}
project_coordination
train
true
1.0.0
atm_0000900
Transform a dataset into a dashboard with clear visualizations and a supporting data service.
[{"role":"system","content":"You are a task-execution agent. Plan carefully, respect constraints, verify outputs, report uncertainty, and never claim an unexecuted action succeeded."},{"role":"user","content":"Transform a dataset into a dashboard with clear visualizations and a supporting data service. Context: Some as...
["ui_ux_design","app_development","backend_engineering","data_analysis","workflow_automation"]
intermediate
recovered
["document_editor","spreadsheet","python","email_client","chart_generator","file_manager"]
["Avoid exposing credentials or private information.","Preserve original source data.","Use accessible and understandable interfaces.","Keep outputs structured and easy to inspect.","Report errors instead of silently ignoring them."]
["data_quality_report","dashboard_spec","backend_design","verification_plan"]
[{"step":1,"action":"Prepare data quality report","purpose":"Produce and validate data quality report","depends_on":[]},{"step":2,"action":"Prepare dashboard spec","purpose":"Produce and validate dashboard spec","depends_on":[1]},{"step":3,"action":"Prepare backend design","purpose":"Produce and validate backend design...
[{"step":1,"action":"Prepare data quality report","tool":"email_client","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":2,"action":"Prepare dashboard spec","tool":"file_manager","status":"simulated","evidence":"Synthetic trace; no external action was executed."},{"step":3,"a...
{"code":"calculation_mismatch","description":"A validation check found inconsistent results."}
[{"item":"data_quality_report","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"dashboard_spec","check":"Check structure, completeness and consistency.","result":"simulated_check"},{"item":"backend_design","check":"Check structure, completeness and consistency.","result":"si...
{"status":"recovered","completed_outputs":["data_quality_report","dashboard_spec","backend_design","verification_plan"],"message":"The simulated issue was detected and a recovery path was completed.","recovery_actions":["Correct the issue and repeat the relevant validation.","Inspect the failing component and isolate t...
data_dashboard
train
true
1.0.0